The Single Image Super Resolution (SISR) use case is build to compare the image quality between different SiSR solutions. A SiSR algorithm inputs one frame and outputs an image with greater resolution. These are the methods that are being compared in the use case:
A use case in IQF usally involves wrapping a training within mlflow framework. In this case we estimate quality on the solutions offered by the different Dataset Modifiers which are the SISR algorithms. Similarity metrics against the Ground Truth are then compared, as well as predicted Quality Metrics.
# SiSR Execution settings
plot_sne = False # t-SNE plot? (requires a bit of RAM)
plot_visual_comp = False # visual comparison?
plot_metrics_comp = False # metrics comparison?
use_fake_modifiers = True # read existing sr output data files instead of modifying?
use_existing_metrics = True # read existing metrics output data files instead of processing them?
compute_similarity_metrics = False # compute these?
compute_noise_metrics = False # compute these?
compute_sharpness_metrics = True # compute these?
compute_regressor_quality_metrics = True # compute these?
settings_lr_blur = False # blur right before modification?
settings_resize_preprocess = True # resize right before modification?
settings_resize_postprocess = False # resize right after modification?
settings_zoom = 3 # scale?
# load_ext autoreload
#autoreload 2
import os
import shutil
import mlflow
import pandas as pd
from glob import glob
## update iquaflow with "pip3 install git+https://ACCESSTOKEN@github.com/satellogic/iquaflow.git"
from iquaflow.datasets import DSWrapper
from iquaflow.experiments import ExperimentInfo, ExperimentSetup
from iquaflow.experiments.task_execution import PythonScriptTaskExecution
from iquaflow.metrics import SharpnessMetric, SNRMetric
from iquaflow.quality_metrics import ScoreMetrics, RERMetrics, SNRMetrics, GaussianBlurMetrics, NoiseSharpnessMetrics, GSDMetrics
from custom_modifiers import DSModifierLR, DSModifierFake, DSModifierMSRN, DSModifierFSRCNN, DSModifierLIIF, DSModifierESRGAN, DSModifierCAR, DSModifierSRGAN
from custom_metrics import SimilarityMetrics
from visual_comparison import visual_comp, metric_comp, plotSNE
/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: FutureWarning: MLflow support for Python 3.6 is deprecated and will be dropped in an upcoming release. At that point, existing Python 3.6 workflows that use MLflow will continue to work without modification, but Python 3.6 users will no longer get access to the latest MLflow features and bugfixes. We recommend that you upgrade to Python 3.7 or newer. """
#Define path of the original(reference) dataset
data_path = f"./Data/test-ds"
images_folder = "test"
images_path = os.path.join(data_path, images_folder)
database_name = os.path.basename(data_path)
data_root = os.path.dirname(data_path)
#DS wrapper is the class that encapsulate a dataset
ds_wrapper = DSWrapper(data_path=data_path)
#Define name of IQF experiment
experiment_name = "SiSR"
# Remove previous mlflow records of previous executions of the same experiment
try: # rm_experiment
mlflow.delete_experiment(ExperimentInfo(f"{experiment_name}").experiment_id)
# Clean mlruns and __pycache__ folders
shutil.rmtree("mlruns/",ignore_errors=True)
os.makedirs("mlruns/.trash", exist_ok=True)
shutil.rmtree(f"{data_path}/.ipynb_checkpoints",ignore_errors=True)
[shutil.rmtree(x) for x in glob(os.path.join(os.getcwd(), "**", '__pycache__'), recursive=True)]
except:
pass
# plot SNE of existing images
if plot_sne:
plotSNE(database_name, images_path, (232,232), 6e4, True, False, "plots/")
#List of modifications that will be applied to the original dataset:
ds_modifiers_list = [
DSModifierLR( params={
'zoom': settings_zoom,
'blur': settings_lr_blur,
'resize_preprocess': settings_resize_preprocess,
'resize_postprocess': settings_resize_postprocess,
}),
DSModifierFSRCNN( params={
'config':"test_scale3.json",
'model':"FSRCNN_1to033_x3_blur/best.pth",
'zoom': settings_zoom,
'blur': settings_lr_blur,
'resize_preprocess': settings_resize_preprocess,
'resize_postprocess': settings_resize_postprocess,
} ),
DSModifierSRGAN( params={
#"arch": "srgan_2x2",
#"model_path": "./models/srgan/weights/PSNR_inria_scale2.pth",
"arch": "srgan",
"model_path": "./models/srgan/weights/PSNR_inria_scale4.pth",
"gpu": 0,
"seed": 666,
"zoom": settings_zoom,
'blur': settings_lr_blur,
'resize_preprocess': settings_resize_preprocess,
'resize_postprocess': settings_resize_postprocess,
} ),
DSModifierMSRN( params={
'model':"MSRN_nonoise/MSRN_1to033/model_epoch_1500.pth",
'compress': False,
'add_noise': None,
'zoom': settings_zoom,
'blur': settings_lr_blur,
'resize_preprocess': settings_resize_preprocess,
'resize_postprocess': settings_resize_postprocess,
} ),
DSModifierESRGAN( params={
'model':"ESRGAN_1to033_x3_blur/net_g_latest.pth",
'zoom':settings_zoom,
'blur': settings_lr_blur,
'resize_preprocess': settings_resize_preprocess,
'resize_postprocess': settings_resize_postprocess,
} ),
DSModifierCAR( params={
"SCALE": 4,
#"SCALE": 2,
"model_dir": "./models/car/models",
"gpu": 0,
"zoom": settings_zoom,
'blur': settings_lr_blur,
'resize_preprocess': settings_resize_preprocess,
'resize_postprocess': settings_resize_postprocess,
} ),
DSModifierLIIF( params={
'config0':"LIIF_config.json",
'config1':"test_liif.yaml",
'model':"LIIF_blur/epoch-best.pth",
'zoom': settings_zoom,
'blur': settings_lr_blur,
'resize_preprocess': settings_resize_preprocess,
'resize_postprocess': settings_resize_postprocess,
} ),
]
# adding fake modifier of original images (GT)
ds_modifiers_list.append(DSModifierFake(name="HR",images_dir=images_path))
# check existing modified images and replace already processed modifiers by DSModifierFake (only read images)
if use_fake_modifiers:
ds_modifiers_indexes_dict = {}
for idx,ds_modifier in enumerate(ds_modifiers_list):
ds_modifiers_indexes_dict[ds_modifier._get_name()]=idx
ds_modifiers_found = [name for name in glob(os.path.join(data_root,database_name)+"#*")]
for sr_folder in ds_modifiers_found:
sr_name = os.path.basename(sr_folder).replace(database_name+"#","")
sr_dir=os.path.join(sr_folder,images_folder)
if len(os.listdir(sr_dir)) == len(os.listdir(images_path)) and sr_name in list(ds_modifiers_indexes_dict.keys()):
index_modifier = ds_modifiers_indexes_dict[sr_name]
ds_modifiers_list[index_modifier]=DSModifierFake(name=sr_name,images_dir = sr_dir,params = {"modifier": sr_name})
FSRCNN_1to033_x3_blur/best.pth
{'conf0': 'test_scale3.json', 'model': 'FSRCNN_1to033_x3_blur/best.pth'}
https://image-quality-framework.s3-eu-west-1.amazonaws.com/iq-sisr-use-case/models/config/test_scale3.json checkpoints/conf0_test_scale3.json
https://image-quality-framework.s3-eu-west-1.amazonaws.com/iq-sisr-use-case/models/weights/FSRCNN_1to033_x3_blur/best.pth checkpoints/model_FSRCNN_1to033_x3_blur_best.pth
MSRN_nonoise/MSRN_1to033/model_epoch_1500.pth
{'model': 'MSRN_nonoise/MSRN_1to033/model_epoch_1500.pth'}
https://image-quality-framework.s3-eu-west-1.amazonaws.com/iq-sisr-use-case/models/weights/MSRN_nonoise/MSRN_1to033/model_epoch_1500.pth checkpoints/model_MSRN_nonoise_MSRN_1to033_model_epoch_1500.pth
Loaded MSRN checkpoints/model_MSRN_nonoise_MSRN_1to033_model_epoch_1500.pth
ESRGAN_1to033_x3_blur/net_g_latest.pth
{'model': 'ESRGAN_1to033_x3_blur/net_g_latest.pth'}
https://image-quality-framework.s3-eu-west-1.amazonaws.com/iq-sisr-use-case/models/weights/ESRGAN_1to033_x3_blur/net_g_latest.pth checkpoints/model_ESRGAN_1to033_x3_blur_net_g_latest.pth
LIIF_config.json
test_liif.yaml
LIIF_blur/epoch-best.pth
LIIF_blur/epoch-best.pth
{'conf0': 'LIIF_config.json', 'conf1': 'test_liif.yaml', 'model': 'LIIF_blur/epoch-best.pth'}
https://image-quality-framework.s3-eu-west-1.amazonaws.com/iq-sisr-use-case/models/config/LIIF_config.json checkpoints/conf0_LIIF_config.json
https://image-quality-framework.s3-eu-west-1.amazonaws.com/iq-sisr-use-case/models/config/test_liif.yaml checkpoints/conf1_test_liif.yaml
https://image-quality-framework.s3-eu-west-1.amazonaws.com/iq-sisr-use-case/models/weights/LIIF_blur/epoch-best.pth checkpoints/model_LIIF_blur_epoch-best.pth
#Define path of the training script
python_ml_script_path = 'sr.py'
# Task execution executes the training loop
task = PythonScriptTaskExecution( model_script_path = python_ml_script_path )
#Experiment definition, pass as arguments all the components defined beforehand
experiment = ExperimentSetup(
experiment_name=experiment_name,
task_instance=task,
ref_dsw_train=ds_wrapper,
ds_modifiers_list=ds_modifiers_list,
ref_dsw_val=ds_wrapper,
repetitions=1
)
The number of runs are all the combinations between repetitions, modifiers list as well as hyper parameter changes.
(you can skip this step in demo pre-executed datasets)
#Execute the experiment
experiment.execute()
# ExperimentInfo is used to retrieve all the information of the whole experiment.
# It contains built in operations but also it can be used to retrieve raw data for futher analysis
experiment_info = ExperimentInfo(experiment_name)
LR_x3_rpre3 For each image file in <./Data/test-ds/test>... Done. LR_x3_rpre3 For each image file in <./Data/test-ds/test>... Done. python sr.py --trainds ./Data/test-ds#LR_x3_rpre3 --outputpath /tmp/tmptaa6yc17 --valds ./Data/test-ds#LR_x3_rpre3 ****** IQF subprocess --stdout-- ********* ****** IQF subprocess --stderr-- ********* FSRCNN_x3_rpre3 For each image file in <./Data/test-ds/test>... Running FSRCNN_x3_rpre3 over sparseresidential20.tif Running FSRCNN_x3_rpre3 over freeway48.tif Running FSRCNN_x3_rpre3 over storagetanks38.tif Running FSRCNN_x3_rpre3 over tenniscourt47.tif Running FSRCNN_x3_rpre3 over storagetanks98.tif Running FSRCNN_x3_rpre3 over tenniscourt98.tif Running FSRCNN_x3_rpre3 over forest16.tif Running FSRCNN_x3_rpre3 over tenniscourt39.tif Running FSRCNN_x3_rpre3 over harbor59.tif Running FSRCNN_x3_rpre3 over river11.tif Running FSRCNN_x3_rpre3 over golfcourse76.tif Running FSRCNN_x3_rpre3 over mobilehomepark51.tif Running FSRCNN_x3_rpre3 over mediumresidential61.tif Running FSRCNN_x3_rpre3 over agricultural89.tif Running FSRCNN_x3_rpre3 over baseballdiamond71.tif Running FSRCNN_x3_rpre3 over mediumresidential37.tif Running FSRCNN_x3_rpre3 over parkinglot73.tif Running FSRCNN_x3_rpre3 over harbor43.tif Running FSRCNN_x3_rpre3 over runway71.tif Running FSRCNN_x3_rpre3 over intersection77.tif Running FSRCNN_x3_rpre3 over beach90.tif Running FSRCNN_x3_rpre3 over sparseresidential72.tif Running FSRCNN_x3_rpre3 over parkinglot55.tif Running FSRCNN_x3_rpre3 over tenniscourt93.tif Running FSRCNN_x3_rpre3 over beach27.tif Running FSRCNN_x3_rpre3 over mediumresidential67.tif Running FSRCNN_x3_rpre3 over freeway66.tif Running FSRCNN_x3_rpre3 over airplane94.tif Running FSRCNN_x3_rpre3 over agricultural90.tif Running FSRCNN_x3_rpre3 over runway75.tif Running FSRCNN_x3_rpre3 over runway40.tif Running FSRCNN_x3_rpre3 over freeway04.tif Running FSRCNN_x3_rpre3 over mobilehomepark14.tif Running FSRCNN_x3_rpre3 over intersection87.tif Running FSRCNN_x3_rpre3 over agricultural55.tif Running FSRCNN_x3_rpre3 over airplane30.tif Running FSRCNN_x3_rpre3 over tenniscourt66.tif Running FSRCNN_x3_rpre3 over freeway97.tif Running FSRCNN_x3_rpre3 over chaparral18.tif Running FSRCNN_x3_rpre3 over chaparral64.tif Running FSRCNN_x3_rpre3 over storagetanks41.tif Running FSRCNN_x3_rpre3 over beach79.tif Running FSRCNN_x3_rpre3 over storagetanks71.tif Running FSRCNN_x3_rpre3 over denseresidential26.tif Running FSRCNN_x3_rpre3 over forest19.tif Running FSRCNN_x3_rpre3 over mediumresidential76.tif Running FSRCNN_x3_rpre3 over intersection26.tif Running FSRCNN_x3_rpre3 over agricultural04.tif Running FSRCNN_x3_rpre3 over tenniscourt50.tif Running FSRCNN_x3_rpre3 over agricultural23.tif Running FSRCNN_x3_rpre3 over sparseresidential25.tif Running FSRCNN_x3_rpre3 over denseresidential99.tif Running FSRCNN_x3_rpre3 over golfcourse42.tif Running FSRCNN_x3_rpre3 over intersection70.tif Running FSRCNN_x3_rpre3 over beach43.tif Running FSRCNN_x3_rpre3 over river51.tif Running FSRCNN_x3_rpre3 over mediumresidential52.tif Running FSRCNN_x3_rpre3 over parkinglot24.tif Running FSRCNN_x3_rpre3 over denseresidential96.tif Running FSRCNN_x3_rpre3 over chaparral60.tif Running FSRCNN_x3_rpre3 over denseresidential92.tif Running FSRCNN_x3_rpre3 over mobilehomepark69.tif Running FSRCNN_x3_rpre3 over agricultural40.tif Running FSRCNN_x3_rpre3 over mobilehomepark75.tif Running FSRCNN_x3_rpre3 over golfcourse20.tif Running FSRCNN_x3_rpre3 over mobilehomepark00.tif Running FSRCNN_x3_rpre3 over mobilehomepark20.tif Running FSRCNN_x3_rpre3 over golfcourse15.tif Running FSRCNN_x3_rpre3 over runway27.tif Running FSRCNN_x3_rpre3 over forest20.tif Running FSRCNN_x3_rpre3 over beach68.tif Running FSRCNN_x3_rpre3 over harbor02.tif Running FSRCNN_x3_rpre3 over parkinglot12.tif Running FSRCNN_x3_rpre3 over storagetanks61.tif Running FSRCNN_x3_rpre3 over harbor01.tif Running FSRCNN_x3_rpre3 over forest01.tif Running FSRCNN_x3_rpre3 over storagetanks67.tif Running FSRCNN_x3_rpre3 over baseballdiamond40.tif Running FSRCNN_x3_rpre3 over river66.tif Running FSRCNN_x3_rpre3 over freeway28.tif Running FSRCNN_x3_rpre3 over freeway05.tif Running FSRCNN_x3_rpre3 over harbor40.tif Running FSRCNN_x3_rpre3 over runway08.tif Running FSRCNN_x3_rpre3 over parkinglot01.tif Running FSRCNN_x3_rpre3 over storagetanks02.tif Running FSRCNN_x3_rpre3 over parkinglot59.tif Running FSRCNN_x3_rpre3 over mediumresidential57.tif Running FSRCNN_x3_rpre3 over agricultural41.tif Running FSRCNN_x3_rpre3 over forest08.tif Running FSRCNN_x3_rpre3 over harbor58.tif Running FSRCNN_x3_rpre3 over golfcourse31.tif Running FSRCNN_x3_rpre3 over denseresidential28.tif Running FSRCNN_x3_rpre3 over harbor46.tif Running FSRCNN_x3_rpre3 over freeway47.tif Running FSRCNN_x3_rpre3 over intersection94.tif Running FSRCNN_x3_rpre3 over intersection00.tif Running FSRCNN_x3_rpre3 over mobilehomepark96.tif Running FSRCNN_x3_rpre3 over agricultural82.tif Running FSRCNN_x3_rpre3 over beach62.tif Running FSRCNN_x3_rpre3 over beach06.tif Running FSRCNN_x3_rpre3 over parkinglot70.tif Running FSRCNN_x3_rpre3 over baseballdiamond66.tif Running FSRCNN_x3_rpre3 over airplane76.tif Running FSRCNN_x3_rpre3 over storagetanks81.tif Running FSRCNN_x3_rpre3 over river65.tif Running FSRCNN_x3_rpre3 over intersection14.tif Running FSRCNN_x3_rpre3 over intersection53.tif Running FSRCNN_x3_rpre3 over mediumresidential51.tif Running FSRCNN_x3_rpre3 over tenniscourt54.tif Running FSRCNN_x3_rpre3 over river24.tif Running FSRCNN_x3_rpre3 over runway36.tif Running FSRCNN_x3_rpre3 over mobilehomepark50.tif Running FSRCNN_x3_rpre3 over sparseresidential63.tif Running FSRCNN_x3_rpre3 over baseballdiamond50.tif Running FSRCNN_x3_rpre3 over denseresidential70.tif Running FSRCNN_x3_rpre3 over agricultural88.tif Running FSRCNN_x3_rpre3 over tenniscourt96.tif Running FSRCNN_x3_rpre3 over baseballdiamond60.tif Running FSRCNN_x3_rpre3 over airplane58.tif Running FSRCNN_x3_rpre3 over agricultural71.tif Running FSRCNN_x3_rpre3 over golfcourse86.tif Running FSRCNN_x3_rpre3 over forest82.tif Running FSRCNN_x3_rpre3 over river52.tif Running FSRCNN_x3_rpre3 over chaparral73.tif Running FSRCNN_x3_rpre3 over runway26.tif Running FSRCNN_x3_rpre3 over baseballdiamond55.tif Running FSRCNN_x3_rpre3 over storagetanks78.tif Running FSRCNN_x3_rpre3 over runway93.tif Running FSRCNN_x3_rpre3 over tenniscourt64.tif Running FSRCNN_x3_rpre3 over baseballdiamond44.tif Running FSRCNN_x3_rpre3 over parkinglot28.tif Running FSRCNN_x3_rpre3 over golfcourse37.tif Running FSRCNN_x3_rpre3 over beach89.tif Running FSRCNN_x3_rpre3 over forest42.tif Running FSRCNN_x3_rpre3 over river29.tif Running FSRCNN_x3_rpre3 over baseballdiamond06.tif Running FSRCNN_x3_rpre3 over storagetanks55.tif Running FSRCNN_x3_rpre3 over agricultural81.tif Running FSRCNN_x3_rpre3 over chaparral01.tif Running FSRCNN_x3_rpre3 over baseballdiamond78.tif Running FSRCNN_x3_rpre3 over airplane65.tif Running FSRCNN_x3_rpre3 over river13.tif Running FSRCNN_x3_rpre3 over storagetanks22.tif Running FSRCNN_x3_rpre3 over sparseresidential83.tif Running FSRCNN_x3_rpre3 over harbor33.tif Running FSRCNN_x3_rpre3 over agricultural86.tif Running FSRCNN_x3_rpre3 over airplane43.tif Running FSRCNN_x3_rpre3 over harbor63.tif Running FSRCNN_x3_rpre3 over runway76.tif Running FSRCNN_x3_rpre3 over tenniscourt22.tif Running FSRCNN_x3_rpre3 over denseresidential81.tif Running FSRCNN_x3_rpre3 over harbor45.tif Running FSRCNN_x3_rpre3 over intersection12.tif Running FSRCNN_x3_rpre3 over sparseresidential78.tif Running FSRCNN_x3_rpre3 over river62.tif Running FSRCNN_x3_rpre3 over runway94.tif Running FSRCNN_x3_rpre3 over parkinglot65.tif Running FSRCNN_x3_rpre3 over forest74.tif Running FSRCNN_x3_rpre3 over baseballdiamond63.tif Running FSRCNN_x3_rpre3 over chaparral27.tif Running FSRCNN_x3_rpre3 over tenniscourt03.tif Running FSRCNN_x3_rpre3 over mediumresidential62.tif Running FSRCNN_x3_rpre3 over parkinglot41.tif Running FSRCNN_x3_rpre3 over mobilehomepark74.tif Running FSRCNN_x3_rpre3 over tenniscourt76.tif Running FSRCNN_x3_rpre3 over chaparral06.tif Running FSRCNN_x3_rpre3 over sparseresidential16.tif Running FSRCNN_x3_rpre3 over mobilehomepark23.tif Running FSRCNN_x3_rpre3 over river60.tif Running FSRCNN_x3_rpre3 over intersection44.tif Running FSRCNN_x3_rpre3 over mediumresidential42.tif Running FSRCNN_x3_rpre3 over tenniscourt55.tif Running FSRCNN_x3_rpre3 over airplane72.tif Running FSRCNN_x3_rpre3 over runway23.tif Running FSRCNN_x3_rpre3 over denseresidential79.tif Running FSRCNN_x3_rpre3 over chaparral13.tif Running FSRCNN_x3_rpre3 over storagetanks31.tif Running FSRCNN_x3_rpre3 over river58.tif Running FSRCNN_x3_rpre3 over sparseresidential65.tif Running FSRCNN_x3_rpre3 over mobilehomepark70.tif Running FSRCNN_x3_rpre3 over beach30.tif Running FSRCNN_x3_rpre3 over mobilehomepark84.tif Running FSRCNN_x3_rpre3 over golfcourse30.tif Running FSRCNN_x3_rpre3 over mediumresidential25.tif Running FSRCNN_x3_rpre3 over chaparral79.tif Running FSRCNN_x3_rpre3 over freeway11.tif Running FSRCNN_x3_rpre3 over mediumresidential22.tif Running FSRCNN_x3_rpre3 over storagetanks97.tif Running FSRCNN_x3_rpre3 over harbor97.tif Running FSRCNN_x3_rpre3 over golfcourse93.tif Running FSRCNN_x3_rpre3 over golfcourse52.tif Running FSRCNN_x3_rpre3 over freeway12.tif Running FSRCNN_x3_rpre3 over airplane20.tif Running FSRCNN_x3_rpre3 over chaparral08.tif Running FSRCNN_x3_rpre3 over chaparral37.tif Running FSRCNN_x3_rpre3 over freeway44.tif Running FSRCNN_x3_rpre3 over runway59.tif Running FSRCNN_x3_rpre3 over harbor54.tif Running FSRCNN_x3_rpre3 over beach24.tif Running FSRCNN_x3_rpre3 over denseresidential12.tif Running FSRCNN_x3_rpre3 over intersection97.tif Running FSRCNN_x3_rpre3 over forest18.tif Running FSRCNN_x3_rpre3 over denseresidential20.tif Running FSRCNN_x3_rpre3 over sparseresidential45.tif Running FSRCNN_x3_rpre3 over sparseresidential97.tif Running FSRCNN_x3_rpre3 over forest89.tif Running FSRCNN_x3_rpre3 over tenniscourt40.tif Running FSRCNN_x3_rpre3 over tenniscourt35.tif Running FSRCNN_x3_rpre3 over golfcourse00.tif Running FSRCNN_x3_rpre3 over harbor29.tif Running FSRCNN_x3_rpre3 over baseballdiamond09.tif Running FSRCNN_x3_rpre3 over intersection64.tif Running FSRCNN_x3_rpre3 over chaparral26.tif Running FSRCNN_x3_rpre3 over airplane10.tif Running FSRCNN_x3_rpre3 over parkinglot77.tif Running FSRCNN_x3_rpre3 over freeway53.tif Running FSRCNN_x3_rpre3 over forest68.tif Running FSRCNN_x3_rpre3 over airplane33.tif Running FSRCNN_x3_rpre3 over river35.tif Running FSRCNN_x3_rpre3 over golfcourse34.tif Running FSRCNN_x3_rpre3 over harbor65.tif Running FSRCNN_x3_rpre3 over beach51.tif Running FSRCNN_x3_rpre3 over sparseresidential93.tif Running FSRCNN_x3_rpre3 over airplane45.tif Running FSRCNN_x3_rpre3 over denseresidential05.tif Running FSRCNN_x3_rpre3 over river78.tif Running FSRCNN_x3_rpre3 over parkinglot86.tif Running FSRCNN_x3_rpre3 over freeway38.tif Running FSRCNN_x3_rpre3 over mediumresidential87.tif Running FSRCNN_x3_rpre3 over parkinglot25.tif Running FSRCNN_x3_rpre3 over tenniscourt12.tif Running FSRCNN_x3_rpre3 over sparseresidential48.tif Running FSRCNN_x3_rpre3 over baseballdiamond16.tif Running FSRCNN_x3_rpre3 over river74.tif Running FSRCNN_x3_rpre3 over denseresidential64.tif Running FSRCNN_x3_rpre3 over denseresidential58.tif Running FSRCNN_x3_rpre3 over denseresidential83.tif Running FSRCNN_x3_rpre3 over sparseresidential02.tif Running FSRCNN_x3_rpre3 over harbor74.tif Running FSRCNN_x3_rpre3 over beach19.tif Running FSRCNN_x3_rpre3 over runway24.tif Running FSRCNN_x3_rpre3 over airplane06.tif Running FSRCNN_x3_rpre3 over mobilehomepark12.tif Running FSRCNN_x3_rpre3 over chaparral95.tif Running FSRCNN_x3_rpre3 over mobilehomepark65.tif Running FSRCNN_x3_rpre3 over sparseresidential92.tif Running FSRCNN_x3_rpre3 over agricultural61.tif Running FSRCNN_x3_rpre3 over airplane83.tif Running FSRCNN_x3_rpre3 over freeway46.tif Running FSRCNN_x3_rpre3 over forest46.tif Running FSRCNN_x3_rpre3 over harbor25.tif Running FSRCNN_x3_rpre3 over sparseresidential73.tif Running FSRCNN_x3_rpre3 over airplane04.tif Running FSRCNN_x3_rpre3 over storagetanks34.tif Running FSRCNN_x3_rpre3 over runway57.tif Running FSRCNN_x3_rpre3 over harbor92.tif Running FSRCNN_x3_rpre3 over airplane73.tif Running FSRCNN_x3_rpre3 over parkinglot07.tif Running FSRCNN_x3_rpre3 over parkinglot04.tif Running FSRCNN_x3_rpre3 over storagetanks10.tif Running FSRCNN_x3_rpre3 over runway47.tif Running FSRCNN_x3_rpre3 over chaparral14.tif Running FSRCNN_x3_rpre3 over tenniscourt05.tif Running FSRCNN_x3_rpre3 over runway20.tif Running FSRCNN_x3_rpre3 over runway83.tif Running FSRCNN_x3_rpre3 over golfcourse74.tif Running FSRCNN_x3_rpre3 over golfcourse62.tif Running FSRCNN_x3_rpre3 over freeway59.tif Running FSRCNN_x3_rpre3 over chaparral88.tif Running FSRCNN_x3_rpre3 over river57.tif Running FSRCNN_x3_rpre3 over agricultural20.tif Running FSRCNN_x3_rpre3 over river49.tif Running FSRCNN_x3_rpre3 over intersection18.tif Running FSRCNN_x3_rpre3 over mobilehomepark94.tif Running FSRCNN_x3_rpre3 over forest11.tif Running FSRCNN_x3_rpre3 over agricultural35.tif Running FSRCNN_x3_rpre3 over harbor04.tif Running FSRCNN_x3_rpre3 over baseballdiamond34.tif Running FSRCNN_x3_rpre3 over agricultural45.tif Running FSRCNN_x3_rpre3 over intersection57.tif Running FSRCNN_x3_rpre3 over airplane15.tif Running FSRCNN_x3_rpre3 over golfcourse21.tif Running FSRCNN_x3_rpre3 over mediumresidential47.tif Running FSRCNN_x3_rpre3 over agricultural84.tif Running FSRCNN_x3_rpre3 over mobilehomepark17.tif Running FSRCNN_x3_rpre3 over intersection59.tif Running FSRCNN_x3_rpre3 over denseresidential54.tif Running FSRCNN_x3_rpre3 over intersection50.tif Running FSRCNN_x3_rpre3 over chaparral15.tif Running FSRCNN_x3_rpre3 over sparseresidential61.tif Running FSRCNN_x3_rpre3 over beach45.tif Running FSRCNN_x3_rpre3 over agricultural38.tif Running FSRCNN_x3_rpre3 over beach99.tif Running FSRCNN_x3_rpre3 over chaparral86.tif Running FSRCNN_x3_rpre3 over golfcourse55.tif Running FSRCNN_x3_rpre3 over freeway07.tif Running FSRCNN_x3_rpre3 over beach67.tif Running FSRCNN_x3_rpre3 over sparseresidential41.tif Running FSRCNN_x3_rpre3 over freeway08.tif Running FSRCNN_x3_rpre3 over mobilehomepark47.tif Running FSRCNN_x3_rpre3 over mediumresidential05.tif Running FSRCNN_x3_rpre3 over parkinglot10.tif Running FSRCNN_x3_rpre3 over mobilehomepark76.tif Running FSRCNN_x3_rpre3 over mediumresidential02.tif Running FSRCNN_x3_rpre3 over beach42.tif Running FSRCNN_x3_rpre3 over runway62.tif Running FSRCNN_x3_rpre3 over sparseresidential70.tif Running FSRCNN_x3_rpre3 over river90.tif Running FSRCNN_x3_rpre3 over freeway49.tif Running FSRCNN_x3_rpre3 over forest84.tif Running FSRCNN_x3_rpre3 over storagetanks83.tif Running FSRCNN_x3_rpre3 over mediumresidential08.tif Running FSRCNN_x3_rpre3 over forest80.tif Running FSRCNN_x3_rpre3 over harbor07.tif Running FSRCNN_x3_rpre3 over baseballdiamond97.tif Running FSRCNN_x3_rpre3 over tenniscourt23.tif Running FSRCNN_x3_rpre3 over parkinglot85.tif Running FSRCNN_x3_rpre3 over denseresidential74.tif Running FSRCNN_x3_rpre3 over mobilehomepark57.tif Running FSRCNN_x3_rpre3 over parkinglot76.tif Running FSRCNN_x3_rpre3 over river83.tif Running FSRCNN_x3_rpre3 over denseresidential07.tif Running FSRCNN_x3_rpre3 over beach21.tif Running FSRCNN_x3_rpre3 over storagetanks49.tif Running FSRCNN_x3_rpre3 over intersection21.tif Running FSRCNN_x3_rpre3 over golfcourse97.tif Running FSRCNN_x3_rpre3 over runway63.tif Running FSRCNN_x3_rpre3 over baseballdiamond79.tif Running FSRCNN_x3_rpre3 over mediumresidential17.tif Running FSRCNN_x3_rpre3 over parkinglot48.tif Running FSRCNN_x3_rpre3 over mediumresidential30.tif Running FSRCNN_x3_rpre3 over chaparral56.tif Running FSRCNN_x3_rpre3 over tenniscourt49.tif Running FSRCNN_x3_rpre3 over forest69.tif Running FSRCNN_x3_rpre3 over sparseresidential69.tif Running FSRCNN_x3_rpre3 over chaparral38.tif Running FSRCNN_x3_rpre3 over airplane57.tif Running FSRCNN_x3_rpre3 over forest85.tif Running FSRCNN_x3_rpre3 over denseresidential01.tif Running FSRCNN_x3_rpre3 over denseresidential59.tif Running FSRCNN_x3_rpre3 over beach87.tif Running FSRCNN_x3_rpre3 over mediumresidential63.tif Running FSRCNN_x3_rpre3 over beach37.tif Running FSRCNN_x3_rpre3 over river67.tif Running FSRCNN_x3_rpre3 over freeway36.tif Running FSRCNN_x3_rpre3 over baseballdiamond62.tif Running FSRCNN_x3_rpre3 over intersection73.tif Running FSRCNN_x3_rpre3 over chaparral91.tif Running FSRCNN_x3_rpre3 over intersection33.tif Running FSRCNN_x3_rpre3 over parkinglot46.tif Running FSRCNN_x3_rpre3 over river93.tif Running FSRCNN_x3_rpre3 over airplane81.tif Running FSRCNN_x3_rpre3 over forest92.tif Running FSRCNN_x3_rpre3 over tenniscourt36.tif Running FSRCNN_x3_rpre3 over baseballdiamond69.tif Running FSRCNN_x3_rpre3 over sparseresidential06.tif Running FSRCNN_x3_rpre3 over forest65.tif Running FSRCNN_x3_rpre3 over mobilehomepark42.tif Running FSRCNN_x3_rpre3 over mediumresidential97.tif Running FSRCNN_x3_rpre3 over intersection93.tif Running FSRCNN_x3_rpre3 over golfcourse10.tif Running FSRCNN_x3_rpre3 over agricultural66.tif Running FSRCNN_x3_rpre3 over forest79.tif Running FSRCNN_x3_rpre3 over denseresidential06.tif Running FSRCNN_x3_rpre3 over runway66.tif Running FSRCNN_x3_rpre3 over agricultural16.tif Running FSRCNN_x3_rpre3 over baseballdiamond46.tif Running FSRCNN_x3_rpre3 over baseballdiamond01.tif Running FSRCNN_x3_rpre3 over airplane19.tif Running FSRCNN_x3_rpre3 over freeway10.tif Running FSRCNN_x3_rpre3 over storagetanks30.tif Running FSRCNN_x3_rpre3 over storagetanks73.tif Running FSRCNN_x3_rpre3 over airplane61.tif Running FSRCNN_x3_rpre3 over beach00.tif Running FSRCNN_x3_rpre3 over freeway33.tif Running FSRCNN_x3_rpre3 over harbor08.tif Running FSRCNN_x3_rpre3 over storagetanks28.tif Running FSRCNN_x3_rpre3 over golfcourse28.tif Running FSRCNN_x3_rpre3 over baseballdiamond37.tif Running FSRCNN_x3_rpre3 over golfcourse38.tif Done. FSRCNN_x3_rpre3 For each image file in <./Data/test-ds/test>... Running FSRCNN_x3_rpre3 over sparseresidential20.tif Running FSRCNN_x3_rpre3 over freeway48.tif Running FSRCNN_x3_rpre3 over storagetanks38.tif Running FSRCNN_x3_rpre3 over tenniscourt47.tif Running FSRCNN_x3_rpre3 over storagetanks98.tif Running FSRCNN_x3_rpre3 over tenniscourt98.tif Running FSRCNN_x3_rpre3 over forest16.tif Running FSRCNN_x3_rpre3 over tenniscourt39.tif Running FSRCNN_x3_rpre3 over harbor59.tif Running FSRCNN_x3_rpre3 over river11.tif Running FSRCNN_x3_rpre3 over golfcourse76.tif Running FSRCNN_x3_rpre3 over mobilehomepark51.tif Running FSRCNN_x3_rpre3 over mediumresidential61.tif Running FSRCNN_x3_rpre3 over agricultural89.tif Running FSRCNN_x3_rpre3 over baseballdiamond71.tif Running FSRCNN_x3_rpre3 over mediumresidential37.tif Running FSRCNN_x3_rpre3 over parkinglot73.tif Running FSRCNN_x3_rpre3 over harbor43.tif Running FSRCNN_x3_rpre3 over runway71.tif Running FSRCNN_x3_rpre3 over intersection77.tif Running FSRCNN_x3_rpre3 over beach90.tif Running FSRCNN_x3_rpre3 over sparseresidential72.tif Running FSRCNN_x3_rpre3 over parkinglot55.tif Running FSRCNN_x3_rpre3 over tenniscourt93.tif Running FSRCNN_x3_rpre3 over beach27.tif Running FSRCNN_x3_rpre3 over mediumresidential67.tif Running FSRCNN_x3_rpre3 over freeway66.tif Running FSRCNN_x3_rpre3 over airplane94.tif Running FSRCNN_x3_rpre3 over agricultural90.tif Running FSRCNN_x3_rpre3 over runway75.tif Running FSRCNN_x3_rpre3 over runway40.tif Running FSRCNN_x3_rpre3 over freeway04.tif Running FSRCNN_x3_rpre3 over mobilehomepark14.tif Running FSRCNN_x3_rpre3 over intersection87.tif Running FSRCNN_x3_rpre3 over agricultural55.tif Running FSRCNN_x3_rpre3 over airplane30.tif Running FSRCNN_x3_rpre3 over tenniscourt66.tif Running FSRCNN_x3_rpre3 over freeway97.tif Running FSRCNN_x3_rpre3 over chaparral18.tif Running FSRCNN_x3_rpre3 over chaparral64.tif Running FSRCNN_x3_rpre3 over storagetanks41.tif Running FSRCNN_x3_rpre3 over beach79.tif Running FSRCNN_x3_rpre3 over storagetanks71.tif Running FSRCNN_x3_rpre3 over denseresidential26.tif Running FSRCNN_x3_rpre3 over forest19.tif Running FSRCNN_x3_rpre3 over mediumresidential76.tif Running FSRCNN_x3_rpre3 over intersection26.tif Running FSRCNN_x3_rpre3 over agricultural04.tif Running FSRCNN_x3_rpre3 over tenniscourt50.tif Running FSRCNN_x3_rpre3 over agricultural23.tif Running FSRCNN_x3_rpre3 over sparseresidential25.tif Running FSRCNN_x3_rpre3 over denseresidential99.tif Running FSRCNN_x3_rpre3 over golfcourse42.tif Running FSRCNN_x3_rpre3 over intersection70.tif Running FSRCNN_x3_rpre3 over beach43.tif Running FSRCNN_x3_rpre3 over river51.tif Running FSRCNN_x3_rpre3 over mediumresidential52.tif Running FSRCNN_x3_rpre3 over parkinglot24.tif Running FSRCNN_x3_rpre3 over denseresidential96.tif Running FSRCNN_x3_rpre3 over chaparral60.tif Running FSRCNN_x3_rpre3 over denseresidential92.tif Running FSRCNN_x3_rpre3 over mobilehomepark69.tif Running FSRCNN_x3_rpre3 over agricultural40.tif Running FSRCNN_x3_rpre3 over mobilehomepark75.tif Running FSRCNN_x3_rpre3 over golfcourse20.tif Running FSRCNN_x3_rpre3 over mobilehomepark00.tif Running FSRCNN_x3_rpre3 over mobilehomepark20.tif Running FSRCNN_x3_rpre3 over golfcourse15.tif Running FSRCNN_x3_rpre3 over runway27.tif Running FSRCNN_x3_rpre3 over forest20.tif Running FSRCNN_x3_rpre3 over beach68.tif Running FSRCNN_x3_rpre3 over harbor02.tif Running FSRCNN_x3_rpre3 over parkinglot12.tif Running FSRCNN_x3_rpre3 over storagetanks61.tif Running FSRCNN_x3_rpre3 over harbor01.tif Running FSRCNN_x3_rpre3 over forest01.tif Running FSRCNN_x3_rpre3 over storagetanks67.tif Running FSRCNN_x3_rpre3 over baseballdiamond40.tif Running FSRCNN_x3_rpre3 over river66.tif Running FSRCNN_x3_rpre3 over freeway28.tif Running FSRCNN_x3_rpre3 over freeway05.tif Running FSRCNN_x3_rpre3 over harbor40.tif Running FSRCNN_x3_rpre3 over runway08.tif Running FSRCNN_x3_rpre3 over parkinglot01.tif Running FSRCNN_x3_rpre3 over storagetanks02.tif Running FSRCNN_x3_rpre3 over parkinglot59.tif Running FSRCNN_x3_rpre3 over mediumresidential57.tif Running FSRCNN_x3_rpre3 over agricultural41.tif Running FSRCNN_x3_rpre3 over forest08.tif Running FSRCNN_x3_rpre3 over harbor58.tif Running FSRCNN_x3_rpre3 over golfcourse31.tif Running FSRCNN_x3_rpre3 over denseresidential28.tif Running FSRCNN_x3_rpre3 over harbor46.tif Running FSRCNN_x3_rpre3 over freeway47.tif Running FSRCNN_x3_rpre3 over intersection94.tif Running FSRCNN_x3_rpre3 over intersection00.tif Running FSRCNN_x3_rpre3 over mobilehomepark96.tif Running FSRCNN_x3_rpre3 over agricultural82.tif Running FSRCNN_x3_rpre3 over beach62.tif Running FSRCNN_x3_rpre3 over beach06.tif Running FSRCNN_x3_rpre3 over parkinglot70.tif Running FSRCNN_x3_rpre3 over baseballdiamond66.tif Running FSRCNN_x3_rpre3 over airplane76.tif Running FSRCNN_x3_rpre3 over storagetanks81.tif Running FSRCNN_x3_rpre3 over river65.tif Running FSRCNN_x3_rpre3 over intersection14.tif Running FSRCNN_x3_rpre3 over intersection53.tif Running FSRCNN_x3_rpre3 over mediumresidential51.tif Running FSRCNN_x3_rpre3 over tenniscourt54.tif Running FSRCNN_x3_rpre3 over river24.tif Running FSRCNN_x3_rpre3 over runway36.tif Running FSRCNN_x3_rpre3 over mobilehomepark50.tif Running FSRCNN_x3_rpre3 over sparseresidential63.tif Running FSRCNN_x3_rpre3 over baseballdiamond50.tif Running FSRCNN_x3_rpre3 over denseresidential70.tif Running FSRCNN_x3_rpre3 over agricultural88.tif Running FSRCNN_x3_rpre3 over tenniscourt96.tif Running FSRCNN_x3_rpre3 over baseballdiamond60.tif Running FSRCNN_x3_rpre3 over airplane58.tif Running FSRCNN_x3_rpre3 over agricultural71.tif Running FSRCNN_x3_rpre3 over golfcourse86.tif Running FSRCNN_x3_rpre3 over forest82.tif Running FSRCNN_x3_rpre3 over river52.tif Running FSRCNN_x3_rpre3 over chaparral73.tif Running FSRCNN_x3_rpre3 over runway26.tif Running FSRCNN_x3_rpre3 over baseballdiamond55.tif Running FSRCNN_x3_rpre3 over storagetanks78.tif Running FSRCNN_x3_rpre3 over runway93.tif Running FSRCNN_x3_rpre3 over tenniscourt64.tif Running FSRCNN_x3_rpre3 over baseballdiamond44.tif Running FSRCNN_x3_rpre3 over parkinglot28.tif Running FSRCNN_x3_rpre3 over golfcourse37.tif Running FSRCNN_x3_rpre3 over beach89.tif Running FSRCNN_x3_rpre3 over forest42.tif Running FSRCNN_x3_rpre3 over river29.tif Running FSRCNN_x3_rpre3 over baseballdiamond06.tif Running FSRCNN_x3_rpre3 over storagetanks55.tif Running FSRCNN_x3_rpre3 over agricultural81.tif Running FSRCNN_x3_rpre3 over chaparral01.tif Running FSRCNN_x3_rpre3 over baseballdiamond78.tif Running FSRCNN_x3_rpre3 over airplane65.tif Running FSRCNN_x3_rpre3 over river13.tif Running FSRCNN_x3_rpre3 over storagetanks22.tif Running FSRCNN_x3_rpre3 over sparseresidential83.tif Running FSRCNN_x3_rpre3 over harbor33.tif Running FSRCNN_x3_rpre3 over agricultural86.tif Running FSRCNN_x3_rpre3 over airplane43.tif Running FSRCNN_x3_rpre3 over harbor63.tif Running FSRCNN_x3_rpre3 over runway76.tif Running FSRCNN_x3_rpre3 over tenniscourt22.tif Running FSRCNN_x3_rpre3 over denseresidential81.tif Running FSRCNN_x3_rpre3 over harbor45.tif Running FSRCNN_x3_rpre3 over intersection12.tif Running FSRCNN_x3_rpre3 over sparseresidential78.tif Running FSRCNN_x3_rpre3 over river62.tif Running FSRCNN_x3_rpre3 over runway94.tif Running FSRCNN_x3_rpre3 over parkinglot65.tif Running FSRCNN_x3_rpre3 over forest74.tif Running FSRCNN_x3_rpre3 over baseballdiamond63.tif Running FSRCNN_x3_rpre3 over chaparral27.tif Running FSRCNN_x3_rpre3 over tenniscourt03.tif Running FSRCNN_x3_rpre3 over mediumresidential62.tif Running FSRCNN_x3_rpre3 over parkinglot41.tif Running FSRCNN_x3_rpre3 over mobilehomepark74.tif Running FSRCNN_x3_rpre3 over tenniscourt76.tif Running FSRCNN_x3_rpre3 over chaparral06.tif Running FSRCNN_x3_rpre3 over sparseresidential16.tif Running FSRCNN_x3_rpre3 over mobilehomepark23.tif Running FSRCNN_x3_rpre3 over river60.tif Running FSRCNN_x3_rpre3 over intersection44.tif Running FSRCNN_x3_rpre3 over mediumresidential42.tif Running FSRCNN_x3_rpre3 over tenniscourt55.tif Running FSRCNN_x3_rpre3 over airplane72.tif Running FSRCNN_x3_rpre3 over runway23.tif Running FSRCNN_x3_rpre3 over denseresidential79.tif Running FSRCNN_x3_rpre3 over chaparral13.tif Running FSRCNN_x3_rpre3 over storagetanks31.tif Running FSRCNN_x3_rpre3 over river58.tif Running FSRCNN_x3_rpre3 over sparseresidential65.tif Running FSRCNN_x3_rpre3 over mobilehomepark70.tif Running FSRCNN_x3_rpre3 over beach30.tif Running FSRCNN_x3_rpre3 over mobilehomepark84.tif Running FSRCNN_x3_rpre3 over golfcourse30.tif Running FSRCNN_x3_rpre3 over mediumresidential25.tif Running FSRCNN_x3_rpre3 over chaparral79.tif Running FSRCNN_x3_rpre3 over freeway11.tif Running FSRCNN_x3_rpre3 over mediumresidential22.tif Running FSRCNN_x3_rpre3 over storagetanks97.tif Running FSRCNN_x3_rpre3 over harbor97.tif Running FSRCNN_x3_rpre3 over golfcourse93.tif Running FSRCNN_x3_rpre3 over golfcourse52.tif Running FSRCNN_x3_rpre3 over freeway12.tif Running FSRCNN_x3_rpre3 over airplane20.tif Running FSRCNN_x3_rpre3 over chaparral08.tif Running FSRCNN_x3_rpre3 over chaparral37.tif Running FSRCNN_x3_rpre3 over freeway44.tif Running FSRCNN_x3_rpre3 over runway59.tif Running FSRCNN_x3_rpre3 over harbor54.tif Running FSRCNN_x3_rpre3 over beach24.tif Running FSRCNN_x3_rpre3 over denseresidential12.tif Running FSRCNN_x3_rpre3 over intersection97.tif Running FSRCNN_x3_rpre3 over forest18.tif Running FSRCNN_x3_rpre3 over denseresidential20.tif Running FSRCNN_x3_rpre3 over sparseresidential45.tif Running FSRCNN_x3_rpre3 over sparseresidential97.tif Running FSRCNN_x3_rpre3 over forest89.tif Running FSRCNN_x3_rpre3 over tenniscourt40.tif Running FSRCNN_x3_rpre3 over tenniscourt35.tif Running FSRCNN_x3_rpre3 over golfcourse00.tif Running FSRCNN_x3_rpre3 over harbor29.tif Running FSRCNN_x3_rpre3 over baseballdiamond09.tif Running FSRCNN_x3_rpre3 over intersection64.tif Running FSRCNN_x3_rpre3 over chaparral26.tif Running FSRCNN_x3_rpre3 over airplane10.tif Running FSRCNN_x3_rpre3 over parkinglot77.tif Running FSRCNN_x3_rpre3 over freeway53.tif Running FSRCNN_x3_rpre3 over forest68.tif Running FSRCNN_x3_rpre3 over airplane33.tif Running FSRCNN_x3_rpre3 over river35.tif Running FSRCNN_x3_rpre3 over golfcourse34.tif Running FSRCNN_x3_rpre3 over harbor65.tif Running FSRCNN_x3_rpre3 over beach51.tif Running FSRCNN_x3_rpre3 over sparseresidential93.tif Running FSRCNN_x3_rpre3 over airplane45.tif Running FSRCNN_x3_rpre3 over denseresidential05.tif Running FSRCNN_x3_rpre3 over river78.tif Running FSRCNN_x3_rpre3 over parkinglot86.tif Running FSRCNN_x3_rpre3 over freeway38.tif Running FSRCNN_x3_rpre3 over mediumresidential87.tif Running FSRCNN_x3_rpre3 over parkinglot25.tif Running FSRCNN_x3_rpre3 over tenniscourt12.tif Running FSRCNN_x3_rpre3 over sparseresidential48.tif Running FSRCNN_x3_rpre3 over baseballdiamond16.tif Running FSRCNN_x3_rpre3 over river74.tif Running FSRCNN_x3_rpre3 over denseresidential64.tif Running FSRCNN_x3_rpre3 over denseresidential58.tif Running FSRCNN_x3_rpre3 over denseresidential83.tif Running FSRCNN_x3_rpre3 over sparseresidential02.tif Running FSRCNN_x3_rpre3 over harbor74.tif Running FSRCNN_x3_rpre3 over beach19.tif Running FSRCNN_x3_rpre3 over runway24.tif Running FSRCNN_x3_rpre3 over airplane06.tif Running FSRCNN_x3_rpre3 over mobilehomepark12.tif Running FSRCNN_x3_rpre3 over chaparral95.tif Running FSRCNN_x3_rpre3 over mobilehomepark65.tif Running FSRCNN_x3_rpre3 over sparseresidential92.tif Running FSRCNN_x3_rpre3 over agricultural61.tif Running FSRCNN_x3_rpre3 over airplane83.tif Running FSRCNN_x3_rpre3 over freeway46.tif Running FSRCNN_x3_rpre3 over forest46.tif Running FSRCNN_x3_rpre3 over harbor25.tif Running FSRCNN_x3_rpre3 over sparseresidential73.tif Running FSRCNN_x3_rpre3 over airplane04.tif Running FSRCNN_x3_rpre3 over storagetanks34.tif Running FSRCNN_x3_rpre3 over runway57.tif Running FSRCNN_x3_rpre3 over harbor92.tif Running FSRCNN_x3_rpre3 over airplane73.tif Running FSRCNN_x3_rpre3 over parkinglot07.tif Running FSRCNN_x3_rpre3 over parkinglot04.tif Running FSRCNN_x3_rpre3 over storagetanks10.tif Running FSRCNN_x3_rpre3 over runway47.tif Running FSRCNN_x3_rpre3 over chaparral14.tif Running FSRCNN_x3_rpre3 over tenniscourt05.tif Running FSRCNN_x3_rpre3 over runway20.tif Running FSRCNN_x3_rpre3 over runway83.tif Running FSRCNN_x3_rpre3 over golfcourse74.tif Running FSRCNN_x3_rpre3 over golfcourse62.tif Running FSRCNN_x3_rpre3 over freeway59.tif Running FSRCNN_x3_rpre3 over chaparral88.tif Running FSRCNN_x3_rpre3 over river57.tif Running FSRCNN_x3_rpre3 over agricultural20.tif Running FSRCNN_x3_rpre3 over river49.tif Running FSRCNN_x3_rpre3 over intersection18.tif Running FSRCNN_x3_rpre3 over mobilehomepark94.tif Running FSRCNN_x3_rpre3 over forest11.tif Running FSRCNN_x3_rpre3 over agricultural35.tif Running FSRCNN_x3_rpre3 over harbor04.tif Running FSRCNN_x3_rpre3 over baseballdiamond34.tif Running FSRCNN_x3_rpre3 over agricultural45.tif Running FSRCNN_x3_rpre3 over intersection57.tif Running FSRCNN_x3_rpre3 over airplane15.tif Running FSRCNN_x3_rpre3 over golfcourse21.tif Running FSRCNN_x3_rpre3 over mediumresidential47.tif Running FSRCNN_x3_rpre3 over agricultural84.tif Running FSRCNN_x3_rpre3 over mobilehomepark17.tif Running FSRCNN_x3_rpre3 over intersection59.tif Running FSRCNN_x3_rpre3 over denseresidential54.tif Running FSRCNN_x3_rpre3 over intersection50.tif Running FSRCNN_x3_rpre3 over chaparral15.tif Running FSRCNN_x3_rpre3 over sparseresidential61.tif Running FSRCNN_x3_rpre3 over beach45.tif Running FSRCNN_x3_rpre3 over agricultural38.tif Running FSRCNN_x3_rpre3 over beach99.tif Running FSRCNN_x3_rpre3 over chaparral86.tif Running FSRCNN_x3_rpre3 over golfcourse55.tif Running FSRCNN_x3_rpre3 over freeway07.tif Running FSRCNN_x3_rpre3 over beach67.tif Running FSRCNN_x3_rpre3 over sparseresidential41.tif Running FSRCNN_x3_rpre3 over freeway08.tif Running FSRCNN_x3_rpre3 over mobilehomepark47.tif Running FSRCNN_x3_rpre3 over mediumresidential05.tif Running FSRCNN_x3_rpre3 over parkinglot10.tif Running FSRCNN_x3_rpre3 over mobilehomepark76.tif Running FSRCNN_x3_rpre3 over mediumresidential02.tif Running FSRCNN_x3_rpre3 over beach42.tif Running FSRCNN_x3_rpre3 over runway62.tif Running FSRCNN_x3_rpre3 over sparseresidential70.tif Running FSRCNN_x3_rpre3 over river90.tif Running FSRCNN_x3_rpre3 over freeway49.tif Running FSRCNN_x3_rpre3 over forest84.tif Running FSRCNN_x3_rpre3 over storagetanks83.tif Running FSRCNN_x3_rpre3 over mediumresidential08.tif Running FSRCNN_x3_rpre3 over forest80.tif Running FSRCNN_x3_rpre3 over harbor07.tif Running FSRCNN_x3_rpre3 over baseballdiamond97.tif Running FSRCNN_x3_rpre3 over tenniscourt23.tif Running FSRCNN_x3_rpre3 over parkinglot85.tif Running FSRCNN_x3_rpre3 over denseresidential74.tif Running FSRCNN_x3_rpre3 over mobilehomepark57.tif Running FSRCNN_x3_rpre3 over parkinglot76.tif Running FSRCNN_x3_rpre3 over river83.tif Running FSRCNN_x3_rpre3 over denseresidential07.tif Running FSRCNN_x3_rpre3 over beach21.tif Running FSRCNN_x3_rpre3 over storagetanks49.tif Running FSRCNN_x3_rpre3 over intersection21.tif Running FSRCNN_x3_rpre3 over golfcourse97.tif Running FSRCNN_x3_rpre3 over runway63.tif Running FSRCNN_x3_rpre3 over baseballdiamond79.tif Running FSRCNN_x3_rpre3 over mediumresidential17.tif Running FSRCNN_x3_rpre3 over parkinglot48.tif Running FSRCNN_x3_rpre3 over mediumresidential30.tif Running FSRCNN_x3_rpre3 over chaparral56.tif Running FSRCNN_x3_rpre3 over tenniscourt49.tif Running FSRCNN_x3_rpre3 over forest69.tif Running FSRCNN_x3_rpre3 over sparseresidential69.tif Running FSRCNN_x3_rpre3 over chaparral38.tif Running FSRCNN_x3_rpre3 over airplane57.tif Running FSRCNN_x3_rpre3 over forest85.tif Running FSRCNN_x3_rpre3 over denseresidential01.tif Running FSRCNN_x3_rpre3 over denseresidential59.tif Running FSRCNN_x3_rpre3 over beach87.tif Running FSRCNN_x3_rpre3 over mediumresidential63.tif Running FSRCNN_x3_rpre3 over beach37.tif Running FSRCNN_x3_rpre3 over river67.tif Running FSRCNN_x3_rpre3 over freeway36.tif Running FSRCNN_x3_rpre3 over baseballdiamond62.tif Running FSRCNN_x3_rpre3 over intersection73.tif Running FSRCNN_x3_rpre3 over chaparral91.tif Running FSRCNN_x3_rpre3 over intersection33.tif Running FSRCNN_x3_rpre3 over parkinglot46.tif Running FSRCNN_x3_rpre3 over river93.tif Running FSRCNN_x3_rpre3 over airplane81.tif Running FSRCNN_x3_rpre3 over forest92.tif Running FSRCNN_x3_rpre3 over tenniscourt36.tif Running FSRCNN_x3_rpre3 over baseballdiamond69.tif Running FSRCNN_x3_rpre3 over sparseresidential06.tif Running FSRCNN_x3_rpre3 over forest65.tif Running FSRCNN_x3_rpre3 over mobilehomepark42.tif Running FSRCNN_x3_rpre3 over mediumresidential97.tif Running FSRCNN_x3_rpre3 over intersection93.tif Running FSRCNN_x3_rpre3 over golfcourse10.tif Running FSRCNN_x3_rpre3 over agricultural66.tif Running FSRCNN_x3_rpre3 over forest79.tif Running FSRCNN_x3_rpre3 over denseresidential06.tif Running FSRCNN_x3_rpre3 over runway66.tif Running FSRCNN_x3_rpre3 over agricultural16.tif Running FSRCNN_x3_rpre3 over baseballdiamond46.tif Running FSRCNN_x3_rpre3 over baseballdiamond01.tif Running FSRCNN_x3_rpre3 over airplane19.tif Running FSRCNN_x3_rpre3 over freeway10.tif Running FSRCNN_x3_rpre3 over storagetanks30.tif Running FSRCNN_x3_rpre3 over storagetanks73.tif Running FSRCNN_x3_rpre3 over airplane61.tif Running FSRCNN_x3_rpre3 over beach00.tif Running FSRCNN_x3_rpre3 over freeway33.tif Running FSRCNN_x3_rpre3 over harbor08.tif Running FSRCNN_x3_rpre3 over storagetanks28.tif Running FSRCNN_x3_rpre3 over golfcourse28.tif Running FSRCNN_x3_rpre3 over baseballdiamond37.tif Running FSRCNN_x3_rpre3 over golfcourse38.tif Done. python sr.py --trainds ./Data/test-ds#FSRCNN_x3_rpre3 --outputpath /tmp/tmpn6149wxf --valds ./Data/test-ds#FSRCNN_x3_rpre3 ****** IQF subprocess --stdout-- ********* ****** IQF subprocess --stderr-- ********* SRGAN_x3_rpre3 For each image file in <./Data/test-ds/test>... Running SRGAN_x3_rpre3 over sparseresidential20.tif Running SRGAN_x3_rpre3 over freeway48.tif Running SRGAN_x3_rpre3 over storagetanks38.tif Running SRGAN_x3_rpre3 over tenniscourt47.tif Running SRGAN_x3_rpre3 over storagetanks98.tif Running SRGAN_x3_rpre3 over tenniscourt98.tif Running SRGAN_x3_rpre3 over forest16.tif Running SRGAN_x3_rpre3 over tenniscourt39.tif Running SRGAN_x3_rpre3 over harbor59.tif Running SRGAN_x3_rpre3 over river11.tif Running SRGAN_x3_rpre3 over golfcourse76.tif Running SRGAN_x3_rpre3 over mobilehomepark51.tif Running SRGAN_x3_rpre3 over mediumresidential61.tif Running SRGAN_x3_rpre3 over agricultural89.tif Running SRGAN_x3_rpre3 over baseballdiamond71.tif Running SRGAN_x3_rpre3 over mediumresidential37.tif Running SRGAN_x3_rpre3 over parkinglot73.tif Running SRGAN_x3_rpre3 over harbor43.tif Running SRGAN_x3_rpre3 over runway71.tif Running SRGAN_x3_rpre3 over intersection77.tif Running SRGAN_x3_rpre3 over beach90.tif Running SRGAN_x3_rpre3 over sparseresidential72.tif Running SRGAN_x3_rpre3 over parkinglot55.tif Running SRGAN_x3_rpre3 over tenniscourt93.tif Running SRGAN_x3_rpre3 over beach27.tif Running SRGAN_x3_rpre3 over mediumresidential67.tif Running SRGAN_x3_rpre3 over freeway66.tif Running SRGAN_x3_rpre3 over airplane94.tif Running SRGAN_x3_rpre3 over agricultural90.tif Running SRGAN_x3_rpre3 over runway75.tif Running SRGAN_x3_rpre3 over runway40.tif Running SRGAN_x3_rpre3 over freeway04.tif Running SRGAN_x3_rpre3 over mobilehomepark14.tif Running SRGAN_x3_rpre3 over intersection87.tif Running SRGAN_x3_rpre3 over agricultural55.tif Running SRGAN_x3_rpre3 over airplane30.tif Running SRGAN_x3_rpre3 over tenniscourt66.tif Running SRGAN_x3_rpre3 over freeway97.tif Running SRGAN_x3_rpre3 over chaparral18.tif Running SRGAN_x3_rpre3 over chaparral64.tif Running SRGAN_x3_rpre3 over storagetanks41.tif Running SRGAN_x3_rpre3 over beach79.tif Running SRGAN_x3_rpre3 over storagetanks71.tif Running SRGAN_x3_rpre3 over denseresidential26.tif Running SRGAN_x3_rpre3 over forest19.tif Running SRGAN_x3_rpre3 over mediumresidential76.tif Running SRGAN_x3_rpre3 over intersection26.tif Running SRGAN_x3_rpre3 over agricultural04.tif Running SRGAN_x3_rpre3 over tenniscourt50.tif Running SRGAN_x3_rpre3 over agricultural23.tif Running SRGAN_x3_rpre3 over sparseresidential25.tif Running SRGAN_x3_rpre3 over denseresidential99.tif Running SRGAN_x3_rpre3 over golfcourse42.tif Running SRGAN_x3_rpre3 over intersection70.tif Running SRGAN_x3_rpre3 over beach43.tif Running SRGAN_x3_rpre3 over river51.tif Running SRGAN_x3_rpre3 over mediumresidential52.tif Running SRGAN_x3_rpre3 over parkinglot24.tif Running SRGAN_x3_rpre3 over denseresidential96.tif Running SRGAN_x3_rpre3 over chaparral60.tif Running SRGAN_x3_rpre3 over denseresidential92.tif Running SRGAN_x3_rpre3 over mobilehomepark69.tif Running SRGAN_x3_rpre3 over agricultural40.tif Running SRGAN_x3_rpre3 over mobilehomepark75.tif Running SRGAN_x3_rpre3 over golfcourse20.tif Running SRGAN_x3_rpre3 over mobilehomepark00.tif Running SRGAN_x3_rpre3 over mobilehomepark20.tif Running SRGAN_x3_rpre3 over golfcourse15.tif Running SRGAN_x3_rpre3 over runway27.tif Running SRGAN_x3_rpre3 over forest20.tif Running SRGAN_x3_rpre3 over beach68.tif Running SRGAN_x3_rpre3 over harbor02.tif Running SRGAN_x3_rpre3 over parkinglot12.tif Running SRGAN_x3_rpre3 over storagetanks61.tif Running SRGAN_x3_rpre3 over harbor01.tif Running SRGAN_x3_rpre3 over forest01.tif Running SRGAN_x3_rpre3 over storagetanks67.tif Running SRGAN_x3_rpre3 over baseballdiamond40.tif Running SRGAN_x3_rpre3 over river66.tif Running SRGAN_x3_rpre3 over freeway28.tif Running SRGAN_x3_rpre3 over freeway05.tif Running SRGAN_x3_rpre3 over harbor40.tif Running SRGAN_x3_rpre3 over runway08.tif Running SRGAN_x3_rpre3 over parkinglot01.tif Running SRGAN_x3_rpre3 over storagetanks02.tif Running SRGAN_x3_rpre3 over parkinglot59.tif Running SRGAN_x3_rpre3 over mediumresidential57.tif Running SRGAN_x3_rpre3 over agricultural41.tif Running SRGAN_x3_rpre3 over forest08.tif Running SRGAN_x3_rpre3 over harbor58.tif Running SRGAN_x3_rpre3 over golfcourse31.tif Running SRGAN_x3_rpre3 over denseresidential28.tif Running SRGAN_x3_rpre3 over harbor46.tif Running SRGAN_x3_rpre3 over freeway47.tif Running SRGAN_x3_rpre3 over intersection94.tif Running SRGAN_x3_rpre3 over intersection00.tif Running SRGAN_x3_rpre3 over mobilehomepark96.tif Running SRGAN_x3_rpre3 over agricultural82.tif Running SRGAN_x3_rpre3 over beach62.tif Running SRGAN_x3_rpre3 over beach06.tif Running SRGAN_x3_rpre3 over parkinglot70.tif Running SRGAN_x3_rpre3 over baseballdiamond66.tif Running SRGAN_x3_rpre3 over airplane76.tif Running SRGAN_x3_rpre3 over storagetanks81.tif Running SRGAN_x3_rpre3 over river65.tif Running SRGAN_x3_rpre3 over intersection14.tif Running SRGAN_x3_rpre3 over intersection53.tif Running SRGAN_x3_rpre3 over mediumresidential51.tif Running SRGAN_x3_rpre3 over tenniscourt54.tif Running SRGAN_x3_rpre3 over river24.tif Running SRGAN_x3_rpre3 over runway36.tif Running SRGAN_x3_rpre3 over mobilehomepark50.tif Running SRGAN_x3_rpre3 over sparseresidential63.tif Running SRGAN_x3_rpre3 over baseballdiamond50.tif Running SRGAN_x3_rpre3 over denseresidential70.tif Running SRGAN_x3_rpre3 over agricultural88.tif Running SRGAN_x3_rpre3 over tenniscourt96.tif Running SRGAN_x3_rpre3 over baseballdiamond60.tif Running SRGAN_x3_rpre3 over airplane58.tif Running SRGAN_x3_rpre3 over agricultural71.tif Running SRGAN_x3_rpre3 over golfcourse86.tif Running SRGAN_x3_rpre3 over forest82.tif Running SRGAN_x3_rpre3 over river52.tif Running SRGAN_x3_rpre3 over chaparral73.tif Running SRGAN_x3_rpre3 over runway26.tif Running SRGAN_x3_rpre3 over baseballdiamond55.tif Running SRGAN_x3_rpre3 over storagetanks78.tif Running SRGAN_x3_rpre3 over runway93.tif Running SRGAN_x3_rpre3 over tenniscourt64.tif Running SRGAN_x3_rpre3 over baseballdiamond44.tif Running SRGAN_x3_rpre3 over parkinglot28.tif Running SRGAN_x3_rpre3 over golfcourse37.tif Running SRGAN_x3_rpre3 over beach89.tif Running SRGAN_x3_rpre3 over forest42.tif Running SRGAN_x3_rpre3 over river29.tif Running SRGAN_x3_rpre3 over baseballdiamond06.tif Running SRGAN_x3_rpre3 over storagetanks55.tif Running SRGAN_x3_rpre3 over agricultural81.tif Running SRGAN_x3_rpre3 over chaparral01.tif Running SRGAN_x3_rpre3 over baseballdiamond78.tif Running SRGAN_x3_rpre3 over airplane65.tif Running SRGAN_x3_rpre3 over river13.tif Running SRGAN_x3_rpre3 over storagetanks22.tif Running SRGAN_x3_rpre3 over sparseresidential83.tif Running SRGAN_x3_rpre3 over harbor33.tif Running SRGAN_x3_rpre3 over agricultural86.tif Running SRGAN_x3_rpre3 over airplane43.tif Running SRGAN_x3_rpre3 over harbor63.tif Running SRGAN_x3_rpre3 over runway76.tif Running SRGAN_x3_rpre3 over tenniscourt22.tif Running SRGAN_x3_rpre3 over denseresidential81.tif Running SRGAN_x3_rpre3 over harbor45.tif Running SRGAN_x3_rpre3 over intersection12.tif Running SRGAN_x3_rpre3 over sparseresidential78.tif Running SRGAN_x3_rpre3 over river62.tif Running SRGAN_x3_rpre3 over runway94.tif Running SRGAN_x3_rpre3 over parkinglot65.tif Running SRGAN_x3_rpre3 over forest74.tif Running SRGAN_x3_rpre3 over baseballdiamond63.tif Running SRGAN_x3_rpre3 over chaparral27.tif Running SRGAN_x3_rpre3 over tenniscourt03.tif Running SRGAN_x3_rpre3 over mediumresidential62.tif Running SRGAN_x3_rpre3 over parkinglot41.tif Running SRGAN_x3_rpre3 over mobilehomepark74.tif Running SRGAN_x3_rpre3 over tenniscourt76.tif Running SRGAN_x3_rpre3 over chaparral06.tif Running SRGAN_x3_rpre3 over sparseresidential16.tif Running SRGAN_x3_rpre3 over mobilehomepark23.tif Running SRGAN_x3_rpre3 over river60.tif Running SRGAN_x3_rpre3 over intersection44.tif Running SRGAN_x3_rpre3 over mediumresidential42.tif Running SRGAN_x3_rpre3 over tenniscourt55.tif Running SRGAN_x3_rpre3 over airplane72.tif Running SRGAN_x3_rpre3 over runway23.tif Running SRGAN_x3_rpre3 over denseresidential79.tif Running SRGAN_x3_rpre3 over chaparral13.tif Running SRGAN_x3_rpre3 over storagetanks31.tif Running SRGAN_x3_rpre3 over river58.tif Running SRGAN_x3_rpre3 over sparseresidential65.tif Running SRGAN_x3_rpre3 over mobilehomepark70.tif Running SRGAN_x3_rpre3 over beach30.tif Running SRGAN_x3_rpre3 over mobilehomepark84.tif Running SRGAN_x3_rpre3 over golfcourse30.tif Running SRGAN_x3_rpre3 over mediumresidential25.tif Running SRGAN_x3_rpre3 over chaparral79.tif Running SRGAN_x3_rpre3 over freeway11.tif Running SRGAN_x3_rpre3 over mediumresidential22.tif Running SRGAN_x3_rpre3 over storagetanks97.tif Running SRGAN_x3_rpre3 over harbor97.tif Running SRGAN_x3_rpre3 over golfcourse93.tif Running SRGAN_x3_rpre3 over golfcourse52.tif Running SRGAN_x3_rpre3 over freeway12.tif Running SRGAN_x3_rpre3 over airplane20.tif Running SRGAN_x3_rpre3 over chaparral08.tif Running SRGAN_x3_rpre3 over chaparral37.tif Running SRGAN_x3_rpre3 over freeway44.tif Running SRGAN_x3_rpre3 over runway59.tif Running SRGAN_x3_rpre3 over harbor54.tif Running SRGAN_x3_rpre3 over beach24.tif Running SRGAN_x3_rpre3 over denseresidential12.tif Running SRGAN_x3_rpre3 over intersection97.tif Running SRGAN_x3_rpre3 over forest18.tif Running SRGAN_x3_rpre3 over denseresidential20.tif Running SRGAN_x3_rpre3 over sparseresidential45.tif Running SRGAN_x3_rpre3 over sparseresidential97.tif Running SRGAN_x3_rpre3 over forest89.tif Running SRGAN_x3_rpre3 over tenniscourt40.tif Running SRGAN_x3_rpre3 over tenniscourt35.tif Running SRGAN_x3_rpre3 over golfcourse00.tif Running SRGAN_x3_rpre3 over harbor29.tif Running SRGAN_x3_rpre3 over baseballdiamond09.tif Running SRGAN_x3_rpre3 over intersection64.tif Running SRGAN_x3_rpre3 over chaparral26.tif Running SRGAN_x3_rpre3 over airplane10.tif Running SRGAN_x3_rpre3 over parkinglot77.tif Running SRGAN_x3_rpre3 over freeway53.tif Running SRGAN_x3_rpre3 over forest68.tif Running SRGAN_x3_rpre3 over airplane33.tif Running SRGAN_x3_rpre3 over river35.tif Running SRGAN_x3_rpre3 over golfcourse34.tif Running SRGAN_x3_rpre3 over harbor65.tif Running SRGAN_x3_rpre3 over beach51.tif Running SRGAN_x3_rpre3 over sparseresidential93.tif Running SRGAN_x3_rpre3 over airplane45.tif Running SRGAN_x3_rpre3 over denseresidential05.tif Running SRGAN_x3_rpre3 over river78.tif Running SRGAN_x3_rpre3 over parkinglot86.tif Running SRGAN_x3_rpre3 over freeway38.tif Running SRGAN_x3_rpre3 over mediumresidential87.tif Running SRGAN_x3_rpre3 over parkinglot25.tif Running SRGAN_x3_rpre3 over tenniscourt12.tif Running SRGAN_x3_rpre3 over sparseresidential48.tif Running SRGAN_x3_rpre3 over baseballdiamond16.tif Running SRGAN_x3_rpre3 over river74.tif Running SRGAN_x3_rpre3 over denseresidential64.tif Running SRGAN_x3_rpre3 over denseresidential58.tif Running SRGAN_x3_rpre3 over denseresidential83.tif Running SRGAN_x3_rpre3 over sparseresidential02.tif Running SRGAN_x3_rpre3 over harbor74.tif Running SRGAN_x3_rpre3 over beach19.tif Running SRGAN_x3_rpre3 over runway24.tif Running SRGAN_x3_rpre3 over airplane06.tif Running SRGAN_x3_rpre3 over mobilehomepark12.tif Running SRGAN_x3_rpre3 over chaparral95.tif Running SRGAN_x3_rpre3 over mobilehomepark65.tif Running SRGAN_x3_rpre3 over sparseresidential92.tif Running SRGAN_x3_rpre3 over agricultural61.tif Running SRGAN_x3_rpre3 over airplane83.tif Running SRGAN_x3_rpre3 over freeway46.tif Running SRGAN_x3_rpre3 over forest46.tif Running SRGAN_x3_rpre3 over harbor25.tif Running SRGAN_x3_rpre3 over sparseresidential73.tif Running SRGAN_x3_rpre3 over airplane04.tif Running SRGAN_x3_rpre3 over storagetanks34.tif Running SRGAN_x3_rpre3 over runway57.tif Running SRGAN_x3_rpre3 over harbor92.tif Running SRGAN_x3_rpre3 over airplane73.tif Running SRGAN_x3_rpre3 over parkinglot07.tif Running SRGAN_x3_rpre3 over parkinglot04.tif Running SRGAN_x3_rpre3 over storagetanks10.tif Running SRGAN_x3_rpre3 over runway47.tif Running SRGAN_x3_rpre3 over chaparral14.tif Running SRGAN_x3_rpre3 over tenniscourt05.tif Running SRGAN_x3_rpre3 over runway20.tif Running SRGAN_x3_rpre3 over runway83.tif Running SRGAN_x3_rpre3 over golfcourse74.tif Running SRGAN_x3_rpre3 over golfcourse62.tif Running SRGAN_x3_rpre3 over freeway59.tif Running SRGAN_x3_rpre3 over chaparral88.tif Running SRGAN_x3_rpre3 over river57.tif Running SRGAN_x3_rpre3 over agricultural20.tif Running SRGAN_x3_rpre3 over river49.tif Running SRGAN_x3_rpre3 over intersection18.tif Running SRGAN_x3_rpre3 over mobilehomepark94.tif Running SRGAN_x3_rpre3 over forest11.tif Running SRGAN_x3_rpre3 over agricultural35.tif Running SRGAN_x3_rpre3 over harbor04.tif Running SRGAN_x3_rpre3 over baseballdiamond34.tif Running SRGAN_x3_rpre3 over agricultural45.tif Running SRGAN_x3_rpre3 over intersection57.tif Running SRGAN_x3_rpre3 over airplane15.tif Running SRGAN_x3_rpre3 over golfcourse21.tif Running SRGAN_x3_rpre3 over mediumresidential47.tif Running SRGAN_x3_rpre3 over agricultural84.tif Running SRGAN_x3_rpre3 over mobilehomepark17.tif Running SRGAN_x3_rpre3 over intersection59.tif Running SRGAN_x3_rpre3 over denseresidential54.tif Running SRGAN_x3_rpre3 over intersection50.tif Running SRGAN_x3_rpre3 over chaparral15.tif Running SRGAN_x3_rpre3 over sparseresidential61.tif Running SRGAN_x3_rpre3 over beach45.tif Running SRGAN_x3_rpre3 over agricultural38.tif Running SRGAN_x3_rpre3 over beach99.tif Running SRGAN_x3_rpre3 over chaparral86.tif Running SRGAN_x3_rpre3 over golfcourse55.tif Running SRGAN_x3_rpre3 over freeway07.tif Running SRGAN_x3_rpre3 over beach67.tif Running SRGAN_x3_rpre3 over sparseresidential41.tif Running SRGAN_x3_rpre3 over freeway08.tif Running SRGAN_x3_rpre3 over mobilehomepark47.tif Running SRGAN_x3_rpre3 over mediumresidential05.tif Running SRGAN_x3_rpre3 over parkinglot10.tif Running SRGAN_x3_rpre3 over mobilehomepark76.tif Running SRGAN_x3_rpre3 over mediumresidential02.tif Running SRGAN_x3_rpre3 over beach42.tif Running SRGAN_x3_rpre3 over runway62.tif Running SRGAN_x3_rpre3 over sparseresidential70.tif Running SRGAN_x3_rpre3 over river90.tif Running SRGAN_x3_rpre3 over freeway49.tif Running SRGAN_x3_rpre3 over forest84.tif Running SRGAN_x3_rpre3 over storagetanks83.tif Running SRGAN_x3_rpre3 over mediumresidential08.tif Running SRGAN_x3_rpre3 over forest80.tif Running SRGAN_x3_rpre3 over harbor07.tif Running SRGAN_x3_rpre3 over baseballdiamond97.tif Running SRGAN_x3_rpre3 over tenniscourt23.tif Running SRGAN_x3_rpre3 over parkinglot85.tif Running SRGAN_x3_rpre3 over denseresidential74.tif Running SRGAN_x3_rpre3 over mobilehomepark57.tif Running SRGAN_x3_rpre3 over parkinglot76.tif Running SRGAN_x3_rpre3 over river83.tif Running SRGAN_x3_rpre3 over denseresidential07.tif Running SRGAN_x3_rpre3 over beach21.tif Running SRGAN_x3_rpre3 over storagetanks49.tif Running SRGAN_x3_rpre3 over intersection21.tif Running SRGAN_x3_rpre3 over golfcourse97.tif Running SRGAN_x3_rpre3 over runway63.tif Running SRGAN_x3_rpre3 over baseballdiamond79.tif Running SRGAN_x3_rpre3 over mediumresidential17.tif Running SRGAN_x3_rpre3 over parkinglot48.tif Running SRGAN_x3_rpre3 over mediumresidential30.tif Running SRGAN_x3_rpre3 over chaparral56.tif Running SRGAN_x3_rpre3 over tenniscourt49.tif Running SRGAN_x3_rpre3 over forest69.tif Running SRGAN_x3_rpre3 over sparseresidential69.tif Running SRGAN_x3_rpre3 over chaparral38.tif Running SRGAN_x3_rpre3 over airplane57.tif Running SRGAN_x3_rpre3 over forest85.tif Running SRGAN_x3_rpre3 over denseresidential01.tif Running SRGAN_x3_rpre3 over denseresidential59.tif Running SRGAN_x3_rpre3 over beach87.tif Running SRGAN_x3_rpre3 over mediumresidential63.tif Running SRGAN_x3_rpre3 over beach37.tif Running SRGAN_x3_rpre3 over river67.tif Running SRGAN_x3_rpre3 over freeway36.tif Running SRGAN_x3_rpre3 over baseballdiamond62.tif Running SRGAN_x3_rpre3 over intersection73.tif Running SRGAN_x3_rpre3 over chaparral91.tif Running SRGAN_x3_rpre3 over intersection33.tif Running SRGAN_x3_rpre3 over parkinglot46.tif Running SRGAN_x3_rpre3 over river93.tif Running SRGAN_x3_rpre3 over airplane81.tif Running SRGAN_x3_rpre3 over forest92.tif Running SRGAN_x3_rpre3 over tenniscourt36.tif Running SRGAN_x3_rpre3 over baseballdiamond69.tif Running SRGAN_x3_rpre3 over sparseresidential06.tif Running SRGAN_x3_rpre3 over forest65.tif Running SRGAN_x3_rpre3 over mobilehomepark42.tif Running SRGAN_x3_rpre3 over mediumresidential97.tif Running SRGAN_x3_rpre3 over intersection93.tif Running SRGAN_x3_rpre3 over golfcourse10.tif Running SRGAN_x3_rpre3 over agricultural66.tif Running SRGAN_x3_rpre3 over forest79.tif Running SRGAN_x3_rpre3 over denseresidential06.tif Running SRGAN_x3_rpre3 over runway66.tif Running SRGAN_x3_rpre3 over agricultural16.tif Running SRGAN_x3_rpre3 over baseballdiamond46.tif Running SRGAN_x3_rpre3 over baseballdiamond01.tif Running SRGAN_x3_rpre3 over airplane19.tif Running SRGAN_x3_rpre3 over freeway10.tif Running SRGAN_x3_rpre3 over storagetanks30.tif Running SRGAN_x3_rpre3 over storagetanks73.tif Running SRGAN_x3_rpre3 over airplane61.tif Running SRGAN_x3_rpre3 over beach00.tif Running SRGAN_x3_rpre3 over freeway33.tif Running SRGAN_x3_rpre3 over harbor08.tif Running SRGAN_x3_rpre3 over storagetanks28.tif Running SRGAN_x3_rpre3 over golfcourse28.tif Running SRGAN_x3_rpre3 over baseballdiamond37.tif Running SRGAN_x3_rpre3 over golfcourse38.tif SRGAN_x3_rpre3 For each image file in <./Data/test-ds/test>... Running SRGAN_x3_rpre3 over sparseresidential20.tif Running SRGAN_x3_rpre3 over freeway48.tif Running SRGAN_x3_rpre3 over storagetanks38.tif Running SRGAN_x3_rpre3 over tenniscourt47.tif Running SRGAN_x3_rpre3 over storagetanks98.tif Running SRGAN_x3_rpre3 over tenniscourt98.tif Running SRGAN_x3_rpre3 over forest16.tif Running SRGAN_x3_rpre3 over tenniscourt39.tif Running SRGAN_x3_rpre3 over harbor59.tif Running SRGAN_x3_rpre3 over river11.tif Running SRGAN_x3_rpre3 over golfcourse76.tif Running SRGAN_x3_rpre3 over mobilehomepark51.tif Running SRGAN_x3_rpre3 over mediumresidential61.tif Running SRGAN_x3_rpre3 over agricultural89.tif Running SRGAN_x3_rpre3 over baseballdiamond71.tif Running SRGAN_x3_rpre3 over mediumresidential37.tif Running SRGAN_x3_rpre3 over parkinglot73.tif Running SRGAN_x3_rpre3 over harbor43.tif Running SRGAN_x3_rpre3 over runway71.tif Running SRGAN_x3_rpre3 over intersection77.tif Running SRGAN_x3_rpre3 over beach90.tif Running SRGAN_x3_rpre3 over sparseresidential72.tif Running SRGAN_x3_rpre3 over parkinglot55.tif Running SRGAN_x3_rpre3 over tenniscourt93.tif Running SRGAN_x3_rpre3 over beach27.tif Running SRGAN_x3_rpre3 over mediumresidential67.tif Running SRGAN_x3_rpre3 over freeway66.tif Running SRGAN_x3_rpre3 over airplane94.tif Running SRGAN_x3_rpre3 over agricultural90.tif Running SRGAN_x3_rpre3 over runway75.tif Running SRGAN_x3_rpre3 over runway40.tif Running SRGAN_x3_rpre3 over freeway04.tif Running SRGAN_x3_rpre3 over mobilehomepark14.tif Running SRGAN_x3_rpre3 over intersection87.tif Running SRGAN_x3_rpre3 over agricultural55.tif Running SRGAN_x3_rpre3 over airplane30.tif Running SRGAN_x3_rpre3 over tenniscourt66.tif Running SRGAN_x3_rpre3 over freeway97.tif Running SRGAN_x3_rpre3 over chaparral18.tif Running SRGAN_x3_rpre3 over chaparral64.tif Running SRGAN_x3_rpre3 over storagetanks41.tif Running SRGAN_x3_rpre3 over beach79.tif Running SRGAN_x3_rpre3 over storagetanks71.tif Running SRGAN_x3_rpre3 over denseresidential26.tif Running SRGAN_x3_rpre3 over forest19.tif Running SRGAN_x3_rpre3 over mediumresidential76.tif Running SRGAN_x3_rpre3 over intersection26.tif Running SRGAN_x3_rpre3 over agricultural04.tif Running SRGAN_x3_rpre3 over tenniscourt50.tif Running SRGAN_x3_rpre3 over agricultural23.tif Running SRGAN_x3_rpre3 over sparseresidential25.tif Running SRGAN_x3_rpre3 over denseresidential99.tif Running SRGAN_x3_rpre3 over golfcourse42.tif Running SRGAN_x3_rpre3 over intersection70.tif Running SRGAN_x3_rpre3 over beach43.tif Running SRGAN_x3_rpre3 over river51.tif Running SRGAN_x3_rpre3 over mediumresidential52.tif Running SRGAN_x3_rpre3 over parkinglot24.tif Running SRGAN_x3_rpre3 over denseresidential96.tif Running SRGAN_x3_rpre3 over chaparral60.tif Running SRGAN_x3_rpre3 over denseresidential92.tif Running SRGAN_x3_rpre3 over mobilehomepark69.tif Running SRGAN_x3_rpre3 over agricultural40.tif Running SRGAN_x3_rpre3 over mobilehomepark75.tif Running SRGAN_x3_rpre3 over golfcourse20.tif Running SRGAN_x3_rpre3 over mobilehomepark00.tif Running SRGAN_x3_rpre3 over mobilehomepark20.tif Running SRGAN_x3_rpre3 over golfcourse15.tif Running SRGAN_x3_rpre3 over runway27.tif Running SRGAN_x3_rpre3 over forest20.tif Running SRGAN_x3_rpre3 over beach68.tif Running SRGAN_x3_rpre3 over harbor02.tif Running SRGAN_x3_rpre3 over parkinglot12.tif Running SRGAN_x3_rpre3 over storagetanks61.tif Running SRGAN_x3_rpre3 over harbor01.tif Running SRGAN_x3_rpre3 over forest01.tif Running SRGAN_x3_rpre3 over storagetanks67.tif Running SRGAN_x3_rpre3 over baseballdiamond40.tif Running SRGAN_x3_rpre3 over river66.tif Running SRGAN_x3_rpre3 over freeway28.tif Running SRGAN_x3_rpre3 over freeway05.tif Running SRGAN_x3_rpre3 over harbor40.tif Running SRGAN_x3_rpre3 over runway08.tif Running SRGAN_x3_rpre3 over parkinglot01.tif Running SRGAN_x3_rpre3 over storagetanks02.tif Running SRGAN_x3_rpre3 over parkinglot59.tif Running SRGAN_x3_rpre3 over mediumresidential57.tif Running SRGAN_x3_rpre3 over agricultural41.tif Running SRGAN_x3_rpre3 over forest08.tif Running SRGAN_x3_rpre3 over harbor58.tif Running SRGAN_x3_rpre3 over golfcourse31.tif Running SRGAN_x3_rpre3 over denseresidential28.tif Running SRGAN_x3_rpre3 over harbor46.tif Running SRGAN_x3_rpre3 over freeway47.tif Running SRGAN_x3_rpre3 over intersection94.tif Running SRGAN_x3_rpre3 over intersection00.tif Running SRGAN_x3_rpre3 over mobilehomepark96.tif Running SRGAN_x3_rpre3 over agricultural82.tif Running SRGAN_x3_rpre3 over beach62.tif Running SRGAN_x3_rpre3 over beach06.tif Running SRGAN_x3_rpre3 over parkinglot70.tif Running SRGAN_x3_rpre3 over baseballdiamond66.tif Running SRGAN_x3_rpre3 over airplane76.tif Running SRGAN_x3_rpre3 over storagetanks81.tif Running SRGAN_x3_rpre3 over river65.tif Running SRGAN_x3_rpre3 over intersection14.tif Running SRGAN_x3_rpre3 over intersection53.tif Running SRGAN_x3_rpre3 over mediumresidential51.tif Running SRGAN_x3_rpre3 over tenniscourt54.tif Running SRGAN_x3_rpre3 over river24.tif Running SRGAN_x3_rpre3 over runway36.tif Running SRGAN_x3_rpre3 over mobilehomepark50.tif Running SRGAN_x3_rpre3 over sparseresidential63.tif Running SRGAN_x3_rpre3 over baseballdiamond50.tif Running SRGAN_x3_rpre3 over denseresidential70.tif Running SRGAN_x3_rpre3 over agricultural88.tif Running SRGAN_x3_rpre3 over tenniscourt96.tif Running SRGAN_x3_rpre3 over baseballdiamond60.tif Running SRGAN_x3_rpre3 over airplane58.tif Running SRGAN_x3_rpre3 over agricultural71.tif Running SRGAN_x3_rpre3 over golfcourse86.tif Running SRGAN_x3_rpre3 over forest82.tif Running SRGAN_x3_rpre3 over river52.tif Running SRGAN_x3_rpre3 over chaparral73.tif Running SRGAN_x3_rpre3 over runway26.tif Running SRGAN_x3_rpre3 over baseballdiamond55.tif Running SRGAN_x3_rpre3 over storagetanks78.tif Running SRGAN_x3_rpre3 over runway93.tif Running SRGAN_x3_rpre3 over tenniscourt64.tif Running SRGAN_x3_rpre3 over baseballdiamond44.tif Running SRGAN_x3_rpre3 over parkinglot28.tif Running SRGAN_x3_rpre3 over golfcourse37.tif Running SRGAN_x3_rpre3 over beach89.tif Running SRGAN_x3_rpre3 over forest42.tif Running SRGAN_x3_rpre3 over river29.tif Running SRGAN_x3_rpre3 over baseballdiamond06.tif Running SRGAN_x3_rpre3 over storagetanks55.tif Running SRGAN_x3_rpre3 over agricultural81.tif Running SRGAN_x3_rpre3 over chaparral01.tif Running SRGAN_x3_rpre3 over baseballdiamond78.tif Running SRGAN_x3_rpre3 over airplane65.tif Running SRGAN_x3_rpre3 over river13.tif Running SRGAN_x3_rpre3 over storagetanks22.tif Running SRGAN_x3_rpre3 over sparseresidential83.tif Running SRGAN_x3_rpre3 over harbor33.tif Running SRGAN_x3_rpre3 over agricultural86.tif Running SRGAN_x3_rpre3 over airplane43.tif Running SRGAN_x3_rpre3 over harbor63.tif Running SRGAN_x3_rpre3 over runway76.tif Running SRGAN_x3_rpre3 over tenniscourt22.tif Running SRGAN_x3_rpre3 over denseresidential81.tif Running SRGAN_x3_rpre3 over harbor45.tif Running SRGAN_x3_rpre3 over intersection12.tif Running SRGAN_x3_rpre3 over sparseresidential78.tif Running SRGAN_x3_rpre3 over river62.tif Running SRGAN_x3_rpre3 over runway94.tif Running SRGAN_x3_rpre3 over parkinglot65.tif Running SRGAN_x3_rpre3 over forest74.tif Running SRGAN_x3_rpre3 over baseballdiamond63.tif Running SRGAN_x3_rpre3 over chaparral27.tif Running SRGAN_x3_rpre3 over tenniscourt03.tif Running SRGAN_x3_rpre3 over mediumresidential62.tif Running SRGAN_x3_rpre3 over parkinglot41.tif Running SRGAN_x3_rpre3 over mobilehomepark74.tif Running SRGAN_x3_rpre3 over tenniscourt76.tif Running SRGAN_x3_rpre3 over chaparral06.tif Running SRGAN_x3_rpre3 over sparseresidential16.tif Running SRGAN_x3_rpre3 over mobilehomepark23.tif Running SRGAN_x3_rpre3 over river60.tif Running SRGAN_x3_rpre3 over intersection44.tif Running SRGAN_x3_rpre3 over mediumresidential42.tif Running SRGAN_x3_rpre3 over tenniscourt55.tif Running SRGAN_x3_rpre3 over airplane72.tif Running SRGAN_x3_rpre3 over runway23.tif Running SRGAN_x3_rpre3 over denseresidential79.tif Running SRGAN_x3_rpre3 over chaparral13.tif Running SRGAN_x3_rpre3 over storagetanks31.tif Running SRGAN_x3_rpre3 over river58.tif Running SRGAN_x3_rpre3 over sparseresidential65.tif Running SRGAN_x3_rpre3 over mobilehomepark70.tif Running SRGAN_x3_rpre3 over beach30.tif Running SRGAN_x3_rpre3 over mobilehomepark84.tif Running SRGAN_x3_rpre3 over golfcourse30.tif Running SRGAN_x3_rpre3 over mediumresidential25.tif Running SRGAN_x3_rpre3 over chaparral79.tif Running SRGAN_x3_rpre3 over freeway11.tif Running SRGAN_x3_rpre3 over mediumresidential22.tif Running SRGAN_x3_rpre3 over storagetanks97.tif Running SRGAN_x3_rpre3 over harbor97.tif Running SRGAN_x3_rpre3 over golfcourse93.tif Running SRGAN_x3_rpre3 over golfcourse52.tif Running SRGAN_x3_rpre3 over freeway12.tif Running SRGAN_x3_rpre3 over airplane20.tif Running SRGAN_x3_rpre3 over chaparral08.tif Running SRGAN_x3_rpre3 over chaparral37.tif Running SRGAN_x3_rpre3 over freeway44.tif Running SRGAN_x3_rpre3 over runway59.tif Running SRGAN_x3_rpre3 over harbor54.tif Running SRGAN_x3_rpre3 over beach24.tif Running SRGAN_x3_rpre3 over denseresidential12.tif Running SRGAN_x3_rpre3 over intersection97.tif Running SRGAN_x3_rpre3 over forest18.tif Running SRGAN_x3_rpre3 over denseresidential20.tif Running SRGAN_x3_rpre3 over sparseresidential45.tif Running SRGAN_x3_rpre3 over sparseresidential97.tif Running SRGAN_x3_rpre3 over forest89.tif Running SRGAN_x3_rpre3 over tenniscourt40.tif Running SRGAN_x3_rpre3 over tenniscourt35.tif Running SRGAN_x3_rpre3 over golfcourse00.tif Running SRGAN_x3_rpre3 over harbor29.tif Running SRGAN_x3_rpre3 over baseballdiamond09.tif Running SRGAN_x3_rpre3 over intersection64.tif Running SRGAN_x3_rpre3 over chaparral26.tif Running SRGAN_x3_rpre3 over airplane10.tif Running SRGAN_x3_rpre3 over parkinglot77.tif Running SRGAN_x3_rpre3 over freeway53.tif Running SRGAN_x3_rpre3 over forest68.tif Running SRGAN_x3_rpre3 over airplane33.tif Running SRGAN_x3_rpre3 over river35.tif Running SRGAN_x3_rpre3 over golfcourse34.tif Running SRGAN_x3_rpre3 over harbor65.tif Running SRGAN_x3_rpre3 over beach51.tif Running SRGAN_x3_rpre3 over sparseresidential93.tif Running SRGAN_x3_rpre3 over airplane45.tif Running SRGAN_x3_rpre3 over denseresidential05.tif Running SRGAN_x3_rpre3 over river78.tif Running SRGAN_x3_rpre3 over parkinglot86.tif Running SRGAN_x3_rpre3 over freeway38.tif Running SRGAN_x3_rpre3 over mediumresidential87.tif Running SRGAN_x3_rpre3 over parkinglot25.tif Running SRGAN_x3_rpre3 over tenniscourt12.tif Running SRGAN_x3_rpre3 over sparseresidential48.tif Running SRGAN_x3_rpre3 over baseballdiamond16.tif Running SRGAN_x3_rpre3 over river74.tif Running SRGAN_x3_rpre3 over denseresidential64.tif Running SRGAN_x3_rpre3 over denseresidential58.tif Running SRGAN_x3_rpre3 over denseresidential83.tif Running SRGAN_x3_rpre3 over sparseresidential02.tif Running SRGAN_x3_rpre3 over harbor74.tif Running SRGAN_x3_rpre3 over beach19.tif Running SRGAN_x3_rpre3 over runway24.tif Running SRGAN_x3_rpre3 over airplane06.tif Running SRGAN_x3_rpre3 over mobilehomepark12.tif Running SRGAN_x3_rpre3 over chaparral95.tif Running SRGAN_x3_rpre3 over mobilehomepark65.tif Running SRGAN_x3_rpre3 over sparseresidential92.tif Running SRGAN_x3_rpre3 over agricultural61.tif Running SRGAN_x3_rpre3 over airplane83.tif Running SRGAN_x3_rpre3 over freeway46.tif Running SRGAN_x3_rpre3 over forest46.tif Running SRGAN_x3_rpre3 over harbor25.tif Running SRGAN_x3_rpre3 over sparseresidential73.tif Running SRGAN_x3_rpre3 over airplane04.tif Running SRGAN_x3_rpre3 over storagetanks34.tif Running SRGAN_x3_rpre3 over runway57.tif Running SRGAN_x3_rpre3 over harbor92.tif Running SRGAN_x3_rpre3 over airplane73.tif Running SRGAN_x3_rpre3 over parkinglot07.tif Running SRGAN_x3_rpre3 over parkinglot04.tif Running SRGAN_x3_rpre3 over storagetanks10.tif Running SRGAN_x3_rpre3 over runway47.tif Running SRGAN_x3_rpre3 over chaparral14.tif Running SRGAN_x3_rpre3 over tenniscourt05.tif Running SRGAN_x3_rpre3 over runway20.tif Running SRGAN_x3_rpre3 over runway83.tif Running SRGAN_x3_rpre3 over golfcourse74.tif Running SRGAN_x3_rpre3 over golfcourse62.tif Running SRGAN_x3_rpre3 over freeway59.tif Running SRGAN_x3_rpre3 over chaparral88.tif Running SRGAN_x3_rpre3 over river57.tif Running SRGAN_x3_rpre3 over agricultural20.tif Running SRGAN_x3_rpre3 over river49.tif Running SRGAN_x3_rpre3 over intersection18.tif Running SRGAN_x3_rpre3 over mobilehomepark94.tif Running SRGAN_x3_rpre3 over forest11.tif Running SRGAN_x3_rpre3 over agricultural35.tif Running SRGAN_x3_rpre3 over harbor04.tif Running SRGAN_x3_rpre3 over baseballdiamond34.tif Running SRGAN_x3_rpre3 over agricultural45.tif Running SRGAN_x3_rpre3 over intersection57.tif Running SRGAN_x3_rpre3 over airplane15.tif Running SRGAN_x3_rpre3 over golfcourse21.tif Running SRGAN_x3_rpre3 over mediumresidential47.tif Running SRGAN_x3_rpre3 over agricultural84.tif Running SRGAN_x3_rpre3 over mobilehomepark17.tif Running SRGAN_x3_rpre3 over intersection59.tif Running SRGAN_x3_rpre3 over denseresidential54.tif Running SRGAN_x3_rpre3 over intersection50.tif Running SRGAN_x3_rpre3 over chaparral15.tif Running SRGAN_x3_rpre3 over sparseresidential61.tif Running SRGAN_x3_rpre3 over beach45.tif Running SRGAN_x3_rpre3 over agricultural38.tif Running SRGAN_x3_rpre3 over beach99.tif Running SRGAN_x3_rpre3 over chaparral86.tif Running SRGAN_x3_rpre3 over golfcourse55.tif Running SRGAN_x3_rpre3 over freeway07.tif Running SRGAN_x3_rpre3 over beach67.tif Running SRGAN_x3_rpre3 over sparseresidential41.tif Running SRGAN_x3_rpre3 over freeway08.tif Running SRGAN_x3_rpre3 over mobilehomepark47.tif Running SRGAN_x3_rpre3 over mediumresidential05.tif Running SRGAN_x3_rpre3 over parkinglot10.tif Running SRGAN_x3_rpre3 over mobilehomepark76.tif Running SRGAN_x3_rpre3 over mediumresidential02.tif Running SRGAN_x3_rpre3 over beach42.tif Running SRGAN_x3_rpre3 over runway62.tif Running SRGAN_x3_rpre3 over sparseresidential70.tif Running SRGAN_x3_rpre3 over river90.tif Running SRGAN_x3_rpre3 over freeway49.tif Running SRGAN_x3_rpre3 over forest84.tif Running SRGAN_x3_rpre3 over storagetanks83.tif Running SRGAN_x3_rpre3 over mediumresidential08.tif Running SRGAN_x3_rpre3 over forest80.tif Running SRGAN_x3_rpre3 over harbor07.tif Running SRGAN_x3_rpre3 over baseballdiamond97.tif Running SRGAN_x3_rpre3 over tenniscourt23.tif Running SRGAN_x3_rpre3 over parkinglot85.tif Running SRGAN_x3_rpre3 over denseresidential74.tif Running SRGAN_x3_rpre3 over mobilehomepark57.tif Running SRGAN_x3_rpre3 over parkinglot76.tif Running SRGAN_x3_rpre3 over river83.tif Running SRGAN_x3_rpre3 over denseresidential07.tif Running SRGAN_x3_rpre3 over beach21.tif Running SRGAN_x3_rpre3 over storagetanks49.tif Running SRGAN_x3_rpre3 over intersection21.tif Running SRGAN_x3_rpre3 over golfcourse97.tif Running SRGAN_x3_rpre3 over runway63.tif Running SRGAN_x3_rpre3 over baseballdiamond79.tif Running SRGAN_x3_rpre3 over mediumresidential17.tif Running SRGAN_x3_rpre3 over parkinglot48.tif Running SRGAN_x3_rpre3 over mediumresidential30.tif Running SRGAN_x3_rpre3 over chaparral56.tif Running SRGAN_x3_rpre3 over tenniscourt49.tif Running SRGAN_x3_rpre3 over forest69.tif Running SRGAN_x3_rpre3 over sparseresidential69.tif Running SRGAN_x3_rpre3 over chaparral38.tif Running SRGAN_x3_rpre3 over airplane57.tif Running SRGAN_x3_rpre3 over forest85.tif Running SRGAN_x3_rpre3 over denseresidential01.tif Running SRGAN_x3_rpre3 over denseresidential59.tif Running SRGAN_x3_rpre3 over beach87.tif Running SRGAN_x3_rpre3 over mediumresidential63.tif Running SRGAN_x3_rpre3 over beach37.tif Running SRGAN_x3_rpre3 over river67.tif Running SRGAN_x3_rpre3 over freeway36.tif Running SRGAN_x3_rpre3 over baseballdiamond62.tif Running SRGAN_x3_rpre3 over intersection73.tif Running SRGAN_x3_rpre3 over chaparral91.tif Running SRGAN_x3_rpre3 over intersection33.tif Running SRGAN_x3_rpre3 over parkinglot46.tif Running SRGAN_x3_rpre3 over river93.tif Running SRGAN_x3_rpre3 over airplane81.tif Running SRGAN_x3_rpre3 over forest92.tif Running SRGAN_x3_rpre3 over tenniscourt36.tif Running SRGAN_x3_rpre3 over baseballdiamond69.tif Running SRGAN_x3_rpre3 over sparseresidential06.tif Running SRGAN_x3_rpre3 over forest65.tif Running SRGAN_x3_rpre3 over mobilehomepark42.tif Running SRGAN_x3_rpre3 over mediumresidential97.tif Running SRGAN_x3_rpre3 over intersection93.tif Running SRGAN_x3_rpre3 over golfcourse10.tif Running SRGAN_x3_rpre3 over agricultural66.tif Running SRGAN_x3_rpre3 over forest79.tif Running SRGAN_x3_rpre3 over denseresidential06.tif Running SRGAN_x3_rpre3 over runway66.tif Running SRGAN_x3_rpre3 over agricultural16.tif Running SRGAN_x3_rpre3 over baseballdiamond46.tif Running SRGAN_x3_rpre3 over baseballdiamond01.tif Running SRGAN_x3_rpre3 over airplane19.tif Running SRGAN_x3_rpre3 over freeway10.tif Running SRGAN_x3_rpre3 over storagetanks30.tif Running SRGAN_x3_rpre3 over storagetanks73.tif Running SRGAN_x3_rpre3 over airplane61.tif Running SRGAN_x3_rpre3 over beach00.tif Running SRGAN_x3_rpre3 over freeway33.tif Running SRGAN_x3_rpre3 over harbor08.tif Running SRGAN_x3_rpre3 over storagetanks28.tif Running SRGAN_x3_rpre3 over golfcourse28.tif Running SRGAN_x3_rpre3 over baseballdiamond37.tif Running SRGAN_x3_rpre3 over golfcourse38.tif python sr.py --trainds ./Data/test-ds#SRGAN_x3_rpre3 --outputpath /tmp/tmpmqxomikn --valds ./Data/test-ds#SRGAN_x3_rpre3 ****** IQF subprocess --stdout-- ********* ****** IQF subprocess --stderr-- ********* MSRN_x3_rpre3 For each image file in <./Data/test-ds/test>... Running MSRN_x3_rpre3 over sparseresidential20.tif Running MSRN_x3_rpre3 over freeway48.tif Running MSRN_x3_rpre3 over storagetanks38.tif Running MSRN_x3_rpre3 over tenniscourt47.tif Running MSRN_x3_rpre3 over storagetanks98.tif Running MSRN_x3_rpre3 over tenniscourt98.tif Running MSRN_x3_rpre3 over forest16.tif Running MSRN_x3_rpre3 over tenniscourt39.tif Running MSRN_x3_rpre3 over harbor59.tif Running MSRN_x3_rpre3 over river11.tif Running MSRN_x3_rpre3 over golfcourse76.tif Running MSRN_x3_rpre3 over mobilehomepark51.tif Running MSRN_x3_rpre3 over mediumresidential61.tif Running MSRN_x3_rpre3 over agricultural89.tif Running MSRN_x3_rpre3 over baseballdiamond71.tif Running MSRN_x3_rpre3 over mediumresidential37.tif Running MSRN_x3_rpre3 over parkinglot73.tif Running MSRN_x3_rpre3 over harbor43.tif Running MSRN_x3_rpre3 over runway71.tif Running MSRN_x3_rpre3 over intersection77.tif Running MSRN_x3_rpre3 over beach90.tif Running MSRN_x3_rpre3 over sparseresidential72.tif Running MSRN_x3_rpre3 over parkinglot55.tif Running MSRN_x3_rpre3 over tenniscourt93.tif Running MSRN_x3_rpre3 over beach27.tif Running MSRN_x3_rpre3 over mediumresidential67.tif Running MSRN_x3_rpre3 over freeway66.tif Running MSRN_x3_rpre3 over airplane94.tif Running MSRN_x3_rpre3 over agricultural90.tif Running MSRN_x3_rpre3 over runway75.tif Running MSRN_x3_rpre3 over runway40.tif Running MSRN_x3_rpre3 over freeway04.tif Running MSRN_x3_rpre3 over mobilehomepark14.tif Running MSRN_x3_rpre3 over intersection87.tif Running MSRN_x3_rpre3 over agricultural55.tif Running MSRN_x3_rpre3 over airplane30.tif Running MSRN_x3_rpre3 over tenniscourt66.tif Running MSRN_x3_rpre3 over freeway97.tif Running MSRN_x3_rpre3 over chaparral18.tif Running MSRN_x3_rpre3 over chaparral64.tif Running MSRN_x3_rpre3 over storagetanks41.tif Running MSRN_x3_rpre3 over beach79.tif Running MSRN_x3_rpre3 over storagetanks71.tif Running MSRN_x3_rpre3 over denseresidential26.tif Running MSRN_x3_rpre3 over forest19.tif Running MSRN_x3_rpre3 over mediumresidential76.tif Running MSRN_x3_rpre3 over intersection26.tif Running MSRN_x3_rpre3 over agricultural04.tif Running MSRN_x3_rpre3 over tenniscourt50.tif Running MSRN_x3_rpre3 over agricultural23.tif Running MSRN_x3_rpre3 over sparseresidential25.tif Running MSRN_x3_rpre3 over denseresidential99.tif Running MSRN_x3_rpre3 over golfcourse42.tif Running MSRN_x3_rpre3 over intersection70.tif Running MSRN_x3_rpre3 over beach43.tif Running MSRN_x3_rpre3 over river51.tif Running MSRN_x3_rpre3 over mediumresidential52.tif Running MSRN_x3_rpre3 over parkinglot24.tif Running MSRN_x3_rpre3 over denseresidential96.tif Running MSRN_x3_rpre3 over chaparral60.tif Running MSRN_x3_rpre3 over denseresidential92.tif Running MSRN_x3_rpre3 over mobilehomepark69.tif Running MSRN_x3_rpre3 over agricultural40.tif Running MSRN_x3_rpre3 over mobilehomepark75.tif Running MSRN_x3_rpre3 over golfcourse20.tif Running MSRN_x3_rpre3 over mobilehomepark00.tif Running MSRN_x3_rpre3 over mobilehomepark20.tif Running MSRN_x3_rpre3 over golfcourse15.tif Running MSRN_x3_rpre3 over runway27.tif Running MSRN_x3_rpre3 over forest20.tif Running MSRN_x3_rpre3 over beach68.tif Running MSRN_x3_rpre3 over harbor02.tif Running MSRN_x3_rpre3 over parkinglot12.tif Running MSRN_x3_rpre3 over storagetanks61.tif Running MSRN_x3_rpre3 over harbor01.tif Running MSRN_x3_rpre3 over forest01.tif Running MSRN_x3_rpre3 over storagetanks67.tif Running MSRN_x3_rpre3 over baseballdiamond40.tif Running MSRN_x3_rpre3 over river66.tif Running MSRN_x3_rpre3 over freeway28.tif Running MSRN_x3_rpre3 over freeway05.tif Running MSRN_x3_rpre3 over harbor40.tif Running MSRN_x3_rpre3 over runway08.tif Running MSRN_x3_rpre3 over parkinglot01.tif Running MSRN_x3_rpre3 over storagetanks02.tif Running MSRN_x3_rpre3 over parkinglot59.tif Running MSRN_x3_rpre3 over mediumresidential57.tif Running MSRN_x3_rpre3 over agricultural41.tif Running MSRN_x3_rpre3 over forest08.tif Running MSRN_x3_rpre3 over harbor58.tif Running MSRN_x3_rpre3 over golfcourse31.tif Running MSRN_x3_rpre3 over denseresidential28.tif Running MSRN_x3_rpre3 over harbor46.tif Running MSRN_x3_rpre3 over freeway47.tif Running MSRN_x3_rpre3 over intersection94.tif Running MSRN_x3_rpre3 over intersection00.tif Running MSRN_x3_rpre3 over mobilehomepark96.tif Running MSRN_x3_rpre3 over agricultural82.tif Running MSRN_x3_rpre3 over beach62.tif Running MSRN_x3_rpre3 over beach06.tif Running MSRN_x3_rpre3 over parkinglot70.tif Running MSRN_x3_rpre3 over baseballdiamond66.tif Running MSRN_x3_rpre3 over airplane76.tif Running MSRN_x3_rpre3 over storagetanks81.tif Running MSRN_x3_rpre3 over river65.tif Running MSRN_x3_rpre3 over intersection14.tif Running MSRN_x3_rpre3 over intersection53.tif Running MSRN_x3_rpre3 over mediumresidential51.tif Running MSRN_x3_rpre3 over tenniscourt54.tif Running MSRN_x3_rpre3 over river24.tif Running MSRN_x3_rpre3 over runway36.tif Running MSRN_x3_rpre3 over mobilehomepark50.tif Running MSRN_x3_rpre3 over sparseresidential63.tif Running MSRN_x3_rpre3 over baseballdiamond50.tif Running MSRN_x3_rpre3 over denseresidential70.tif Running MSRN_x3_rpre3 over agricultural88.tif Running MSRN_x3_rpre3 over tenniscourt96.tif Running MSRN_x3_rpre3 over baseballdiamond60.tif Running MSRN_x3_rpre3 over airplane58.tif Running MSRN_x3_rpre3 over agricultural71.tif Running MSRN_x3_rpre3 over golfcourse86.tif Running MSRN_x3_rpre3 over forest82.tif Running MSRN_x3_rpre3 over river52.tif Running MSRN_x3_rpre3 over chaparral73.tif Running MSRN_x3_rpre3 over runway26.tif Running MSRN_x3_rpre3 over baseballdiamond55.tif Running MSRN_x3_rpre3 over storagetanks78.tif Running MSRN_x3_rpre3 over runway93.tif Running MSRN_x3_rpre3 over tenniscourt64.tif Running MSRN_x3_rpre3 over baseballdiamond44.tif Running MSRN_x3_rpre3 over parkinglot28.tif Running MSRN_x3_rpre3 over golfcourse37.tif Running MSRN_x3_rpre3 over beach89.tif Running MSRN_x3_rpre3 over forest42.tif Running MSRN_x3_rpre3 over river29.tif Running MSRN_x3_rpre3 over baseballdiamond06.tif Running MSRN_x3_rpre3 over storagetanks55.tif Running MSRN_x3_rpre3 over agricultural81.tif Running MSRN_x3_rpre3 over chaparral01.tif Running MSRN_x3_rpre3 over baseballdiamond78.tif Running MSRN_x3_rpre3 over airplane65.tif Running MSRN_x3_rpre3 over river13.tif Running MSRN_x3_rpre3 over storagetanks22.tif Running MSRN_x3_rpre3 over sparseresidential83.tif Running MSRN_x3_rpre3 over harbor33.tif Running MSRN_x3_rpre3 over agricultural86.tif Running MSRN_x3_rpre3 over airplane43.tif Running MSRN_x3_rpre3 over harbor63.tif Running MSRN_x3_rpre3 over runway76.tif Running MSRN_x3_rpre3 over tenniscourt22.tif Running MSRN_x3_rpre3 over denseresidential81.tif Running MSRN_x3_rpre3 over harbor45.tif Running MSRN_x3_rpre3 over intersection12.tif Running MSRN_x3_rpre3 over sparseresidential78.tif Running MSRN_x3_rpre3 over river62.tif Running MSRN_x3_rpre3 over runway94.tif Running MSRN_x3_rpre3 over parkinglot65.tif Running MSRN_x3_rpre3 over forest74.tif Running MSRN_x3_rpre3 over baseballdiamond63.tif Running MSRN_x3_rpre3 over chaparral27.tif Running MSRN_x3_rpre3 over tenniscourt03.tif Running MSRN_x3_rpre3 over mediumresidential62.tif Running MSRN_x3_rpre3 over parkinglot41.tif Running MSRN_x3_rpre3 over mobilehomepark74.tif Running MSRN_x3_rpre3 over tenniscourt76.tif Running MSRN_x3_rpre3 over chaparral06.tif Running MSRN_x3_rpre3 over sparseresidential16.tif Running MSRN_x3_rpre3 over mobilehomepark23.tif Running MSRN_x3_rpre3 over river60.tif Running MSRN_x3_rpre3 over intersection44.tif Running MSRN_x3_rpre3 over mediumresidential42.tif Running MSRN_x3_rpre3 over tenniscourt55.tif Running MSRN_x3_rpre3 over airplane72.tif Running MSRN_x3_rpre3 over runway23.tif Running MSRN_x3_rpre3 over denseresidential79.tif Running MSRN_x3_rpre3 over chaparral13.tif Running MSRN_x3_rpre3 over storagetanks31.tif Running MSRN_x3_rpre3 over river58.tif Running MSRN_x3_rpre3 over sparseresidential65.tif Running MSRN_x3_rpre3 over mobilehomepark70.tif Running MSRN_x3_rpre3 over beach30.tif Running MSRN_x3_rpre3 over mobilehomepark84.tif Running MSRN_x3_rpre3 over golfcourse30.tif Running MSRN_x3_rpre3 over mediumresidential25.tif Running MSRN_x3_rpre3 over chaparral79.tif Running MSRN_x3_rpre3 over freeway11.tif Running MSRN_x3_rpre3 over mediumresidential22.tif Running MSRN_x3_rpre3 over storagetanks97.tif Running MSRN_x3_rpre3 over harbor97.tif Running MSRN_x3_rpre3 over golfcourse93.tif Running MSRN_x3_rpre3 over golfcourse52.tif Running MSRN_x3_rpre3 over freeway12.tif Running MSRN_x3_rpre3 over airplane20.tif Running MSRN_x3_rpre3 over chaparral08.tif Running MSRN_x3_rpre3 over chaparral37.tif Running MSRN_x3_rpre3 over freeway44.tif Running MSRN_x3_rpre3 over runway59.tif Running MSRN_x3_rpre3 over harbor54.tif Running MSRN_x3_rpre3 over beach24.tif Running MSRN_x3_rpre3 over denseresidential12.tif Running MSRN_x3_rpre3 over intersection97.tif Running MSRN_x3_rpre3 over forest18.tif Running MSRN_x3_rpre3 over denseresidential20.tif Running MSRN_x3_rpre3 over sparseresidential45.tif Running MSRN_x3_rpre3 over sparseresidential97.tif Running MSRN_x3_rpre3 over forest89.tif Running MSRN_x3_rpre3 over tenniscourt40.tif Running MSRN_x3_rpre3 over tenniscourt35.tif Running MSRN_x3_rpre3 over golfcourse00.tif Running MSRN_x3_rpre3 over harbor29.tif Running MSRN_x3_rpre3 over baseballdiamond09.tif Running MSRN_x3_rpre3 over intersection64.tif Running MSRN_x3_rpre3 over chaparral26.tif Running MSRN_x3_rpre3 over airplane10.tif Running MSRN_x3_rpre3 over parkinglot77.tif Running MSRN_x3_rpre3 over freeway53.tif Running MSRN_x3_rpre3 over forest68.tif Running MSRN_x3_rpre3 over airplane33.tif Running MSRN_x3_rpre3 over river35.tif Running MSRN_x3_rpre3 over golfcourse34.tif Running MSRN_x3_rpre3 over harbor65.tif Running MSRN_x3_rpre3 over beach51.tif Running MSRN_x3_rpre3 over sparseresidential93.tif Running MSRN_x3_rpre3 over airplane45.tif Running MSRN_x3_rpre3 over denseresidential05.tif Running MSRN_x3_rpre3 over river78.tif Running MSRN_x3_rpre3 over parkinglot86.tif Running MSRN_x3_rpre3 over freeway38.tif Running MSRN_x3_rpre3 over mediumresidential87.tif Running MSRN_x3_rpre3 over parkinglot25.tif Running MSRN_x3_rpre3 over tenniscourt12.tif Running MSRN_x3_rpre3 over sparseresidential48.tif Running MSRN_x3_rpre3 over baseballdiamond16.tif Running MSRN_x3_rpre3 over river74.tif Running MSRN_x3_rpre3 over denseresidential64.tif Running MSRN_x3_rpre3 over denseresidential58.tif Running MSRN_x3_rpre3 over denseresidential83.tif Running MSRN_x3_rpre3 over sparseresidential02.tif Running MSRN_x3_rpre3 over harbor74.tif Running MSRN_x3_rpre3 over beach19.tif Running MSRN_x3_rpre3 over runway24.tif Running MSRN_x3_rpre3 over airplane06.tif Running MSRN_x3_rpre3 over mobilehomepark12.tif Running MSRN_x3_rpre3 over chaparral95.tif Running MSRN_x3_rpre3 over mobilehomepark65.tif Running MSRN_x3_rpre3 over sparseresidential92.tif Running MSRN_x3_rpre3 over agricultural61.tif Running MSRN_x3_rpre3 over airplane83.tif Running MSRN_x3_rpre3 over freeway46.tif Running MSRN_x3_rpre3 over forest46.tif Running MSRN_x3_rpre3 over harbor25.tif Running MSRN_x3_rpre3 over sparseresidential73.tif Running MSRN_x3_rpre3 over airplane04.tif Running MSRN_x3_rpre3 over storagetanks34.tif Running MSRN_x3_rpre3 over runway57.tif Running MSRN_x3_rpre3 over harbor92.tif Running MSRN_x3_rpre3 over airplane73.tif Running MSRN_x3_rpre3 over parkinglot07.tif Running MSRN_x3_rpre3 over parkinglot04.tif Running MSRN_x3_rpre3 over storagetanks10.tif Running MSRN_x3_rpre3 over runway47.tif Running MSRN_x3_rpre3 over chaparral14.tif Running MSRN_x3_rpre3 over tenniscourt05.tif Running MSRN_x3_rpre3 over runway20.tif Running MSRN_x3_rpre3 over runway83.tif Running MSRN_x3_rpre3 over golfcourse74.tif Running MSRN_x3_rpre3 over golfcourse62.tif Running MSRN_x3_rpre3 over freeway59.tif Running MSRN_x3_rpre3 over chaparral88.tif Running MSRN_x3_rpre3 over river57.tif Running MSRN_x3_rpre3 over agricultural20.tif Running MSRN_x3_rpre3 over river49.tif Running MSRN_x3_rpre3 over intersection18.tif Running MSRN_x3_rpre3 over mobilehomepark94.tif Running MSRN_x3_rpre3 over forest11.tif Running MSRN_x3_rpre3 over agricultural35.tif Running MSRN_x3_rpre3 over harbor04.tif Running MSRN_x3_rpre3 over baseballdiamond34.tif Running MSRN_x3_rpre3 over agricultural45.tif Running MSRN_x3_rpre3 over intersection57.tif Running MSRN_x3_rpre3 over airplane15.tif Running MSRN_x3_rpre3 over golfcourse21.tif Running MSRN_x3_rpre3 over mediumresidential47.tif Running MSRN_x3_rpre3 over agricultural84.tif Running MSRN_x3_rpre3 over mobilehomepark17.tif Running MSRN_x3_rpre3 over intersection59.tif Running MSRN_x3_rpre3 over denseresidential54.tif Running MSRN_x3_rpre3 over intersection50.tif Running MSRN_x3_rpre3 over chaparral15.tif Running MSRN_x3_rpre3 over sparseresidential61.tif Running MSRN_x3_rpre3 over beach45.tif Running MSRN_x3_rpre3 over agricultural38.tif Running MSRN_x3_rpre3 over beach99.tif Running MSRN_x3_rpre3 over chaparral86.tif Running MSRN_x3_rpre3 over golfcourse55.tif Running MSRN_x3_rpre3 over freeway07.tif Running MSRN_x3_rpre3 over beach67.tif Running MSRN_x3_rpre3 over sparseresidential41.tif Running MSRN_x3_rpre3 over freeway08.tif Running MSRN_x3_rpre3 over mobilehomepark47.tif Running MSRN_x3_rpre3 over mediumresidential05.tif Running MSRN_x3_rpre3 over parkinglot10.tif Running MSRN_x3_rpre3 over mobilehomepark76.tif Running MSRN_x3_rpre3 over mediumresidential02.tif Running MSRN_x3_rpre3 over beach42.tif Running MSRN_x3_rpre3 over runway62.tif Running MSRN_x3_rpre3 over sparseresidential70.tif Running MSRN_x3_rpre3 over river90.tif Running MSRN_x3_rpre3 over freeway49.tif Running MSRN_x3_rpre3 over forest84.tif Running MSRN_x3_rpre3 over storagetanks83.tif Running MSRN_x3_rpre3 over mediumresidential08.tif Running MSRN_x3_rpre3 over forest80.tif Running MSRN_x3_rpre3 over harbor07.tif Running MSRN_x3_rpre3 over baseballdiamond97.tif Running MSRN_x3_rpre3 over tenniscourt23.tif Running MSRN_x3_rpre3 over parkinglot85.tif Running MSRN_x3_rpre3 over denseresidential74.tif Running MSRN_x3_rpre3 over mobilehomepark57.tif Running MSRN_x3_rpre3 over parkinglot76.tif Running MSRN_x3_rpre3 over river83.tif Running MSRN_x3_rpre3 over denseresidential07.tif Running MSRN_x3_rpre3 over beach21.tif Running MSRN_x3_rpre3 over storagetanks49.tif Running MSRN_x3_rpre3 over intersection21.tif Running MSRN_x3_rpre3 over golfcourse97.tif Running MSRN_x3_rpre3 over runway63.tif Running MSRN_x3_rpre3 over baseballdiamond79.tif Running MSRN_x3_rpre3 over mediumresidential17.tif Running MSRN_x3_rpre3 over parkinglot48.tif Running MSRN_x3_rpre3 over mediumresidential30.tif Running MSRN_x3_rpre3 over chaparral56.tif Running MSRN_x3_rpre3 over tenniscourt49.tif Running MSRN_x3_rpre3 over forest69.tif Running MSRN_x3_rpre3 over sparseresidential69.tif Running MSRN_x3_rpre3 over chaparral38.tif Running MSRN_x3_rpre3 over airplane57.tif Running MSRN_x3_rpre3 over forest85.tif Running MSRN_x3_rpre3 over denseresidential01.tif Running MSRN_x3_rpre3 over denseresidential59.tif Running MSRN_x3_rpre3 over beach87.tif Running MSRN_x3_rpre3 over mediumresidential63.tif Running MSRN_x3_rpre3 over beach37.tif Running MSRN_x3_rpre3 over river67.tif Running MSRN_x3_rpre3 over freeway36.tif Running MSRN_x3_rpre3 over baseballdiamond62.tif Running MSRN_x3_rpre3 over intersection73.tif Running MSRN_x3_rpre3 over chaparral91.tif Running MSRN_x3_rpre3 over intersection33.tif Running MSRN_x3_rpre3 over parkinglot46.tif Running MSRN_x3_rpre3 over river93.tif Running MSRN_x3_rpre3 over airplane81.tif Running MSRN_x3_rpre3 over forest92.tif Running MSRN_x3_rpre3 over tenniscourt36.tif Running MSRN_x3_rpre3 over baseballdiamond69.tif Running MSRN_x3_rpre3 over sparseresidential06.tif Running MSRN_x3_rpre3 over forest65.tif Running MSRN_x3_rpre3 over mobilehomepark42.tif Running MSRN_x3_rpre3 over mediumresidential97.tif Running MSRN_x3_rpre3 over intersection93.tif Running MSRN_x3_rpre3 over golfcourse10.tif Running MSRN_x3_rpre3 over agricultural66.tif Running MSRN_x3_rpre3 over forest79.tif Running MSRN_x3_rpre3 over denseresidential06.tif Running MSRN_x3_rpre3 over runway66.tif Running MSRN_x3_rpre3 over agricultural16.tif Running MSRN_x3_rpre3 over baseballdiamond46.tif Running MSRN_x3_rpre3 over baseballdiamond01.tif Running MSRN_x3_rpre3 over airplane19.tif Running MSRN_x3_rpre3 over freeway10.tif Running MSRN_x3_rpre3 over storagetanks30.tif Running MSRN_x3_rpre3 over storagetanks73.tif Running MSRN_x3_rpre3 over airplane61.tif Running MSRN_x3_rpre3 over beach00.tif Running MSRN_x3_rpre3 over freeway33.tif Running MSRN_x3_rpre3 over harbor08.tif Running MSRN_x3_rpre3 over storagetanks28.tif Running MSRN_x3_rpre3 over golfcourse28.tif Running MSRN_x3_rpre3 over baseballdiamond37.tif Running MSRN_x3_rpre3 over golfcourse38.tif Done. MSRN_x3_rpre3 For each image file in <./Data/test-ds/test>... Running MSRN_x3_rpre3 over sparseresidential20.tif Running MSRN_x3_rpre3 over freeway48.tif Running MSRN_x3_rpre3 over storagetanks38.tif Running MSRN_x3_rpre3 over tenniscourt47.tif Running MSRN_x3_rpre3 over storagetanks98.tif Running MSRN_x3_rpre3 over tenniscourt98.tif Running MSRN_x3_rpre3 over forest16.tif Running MSRN_x3_rpre3 over tenniscourt39.tif Running MSRN_x3_rpre3 over harbor59.tif Running MSRN_x3_rpre3 over river11.tif Running MSRN_x3_rpre3 over golfcourse76.tif Running MSRN_x3_rpre3 over mobilehomepark51.tif Running MSRN_x3_rpre3 over mediumresidential61.tif Running MSRN_x3_rpre3 over agricultural89.tif Running MSRN_x3_rpre3 over baseballdiamond71.tif Running MSRN_x3_rpre3 over mediumresidential37.tif Running MSRN_x3_rpre3 over parkinglot73.tif Running MSRN_x3_rpre3 over harbor43.tif Running MSRN_x3_rpre3 over runway71.tif Running MSRN_x3_rpre3 over intersection77.tif Running MSRN_x3_rpre3 over beach90.tif Running MSRN_x3_rpre3 over sparseresidential72.tif Running MSRN_x3_rpre3 over parkinglot55.tif Running MSRN_x3_rpre3 over tenniscourt93.tif Running MSRN_x3_rpre3 over beach27.tif Running MSRN_x3_rpre3 over mediumresidential67.tif Running MSRN_x3_rpre3 over freeway66.tif Running MSRN_x3_rpre3 over airplane94.tif Running MSRN_x3_rpre3 over agricultural90.tif Running MSRN_x3_rpre3 over runway75.tif Running MSRN_x3_rpre3 over runway40.tif Running MSRN_x3_rpre3 over freeway04.tif Running MSRN_x3_rpre3 over mobilehomepark14.tif Running MSRN_x3_rpre3 over intersection87.tif Running MSRN_x3_rpre3 over agricultural55.tif Running MSRN_x3_rpre3 over airplane30.tif Running MSRN_x3_rpre3 over tenniscourt66.tif Running MSRN_x3_rpre3 over freeway97.tif Running MSRN_x3_rpre3 over chaparral18.tif Running MSRN_x3_rpre3 over chaparral64.tif Running MSRN_x3_rpre3 over storagetanks41.tif Running MSRN_x3_rpre3 over beach79.tif Running MSRN_x3_rpre3 over storagetanks71.tif Running MSRN_x3_rpre3 over denseresidential26.tif Running MSRN_x3_rpre3 over forest19.tif Running MSRN_x3_rpre3 over mediumresidential76.tif Running MSRN_x3_rpre3 over intersection26.tif Running MSRN_x3_rpre3 over agricultural04.tif Running MSRN_x3_rpre3 over tenniscourt50.tif Running MSRN_x3_rpre3 over agricultural23.tif Running MSRN_x3_rpre3 over sparseresidential25.tif Running MSRN_x3_rpre3 over denseresidential99.tif Running MSRN_x3_rpre3 over golfcourse42.tif Running MSRN_x3_rpre3 over intersection70.tif Running MSRN_x3_rpre3 over beach43.tif Running MSRN_x3_rpre3 over river51.tif Running MSRN_x3_rpre3 over mediumresidential52.tif Running MSRN_x3_rpre3 over parkinglot24.tif Running MSRN_x3_rpre3 over denseresidential96.tif Running MSRN_x3_rpre3 over chaparral60.tif Running MSRN_x3_rpre3 over denseresidential92.tif Running MSRN_x3_rpre3 over mobilehomepark69.tif Running MSRN_x3_rpre3 over agricultural40.tif Running MSRN_x3_rpre3 over mobilehomepark75.tif Running MSRN_x3_rpre3 over golfcourse20.tif Running MSRN_x3_rpre3 over mobilehomepark00.tif Running MSRN_x3_rpre3 over mobilehomepark20.tif Running MSRN_x3_rpre3 over golfcourse15.tif Running MSRN_x3_rpre3 over runway27.tif Running MSRN_x3_rpre3 over forest20.tif Running MSRN_x3_rpre3 over beach68.tif Running MSRN_x3_rpre3 over harbor02.tif Running MSRN_x3_rpre3 over parkinglot12.tif Running MSRN_x3_rpre3 over storagetanks61.tif Running MSRN_x3_rpre3 over harbor01.tif Running MSRN_x3_rpre3 over forest01.tif Running MSRN_x3_rpre3 over storagetanks67.tif Running MSRN_x3_rpre3 over baseballdiamond40.tif Running MSRN_x3_rpre3 over river66.tif Running MSRN_x3_rpre3 over freeway28.tif Running MSRN_x3_rpre3 over freeway05.tif Running MSRN_x3_rpre3 over harbor40.tif Running MSRN_x3_rpre3 over runway08.tif Running MSRN_x3_rpre3 over parkinglot01.tif Running MSRN_x3_rpre3 over storagetanks02.tif Running MSRN_x3_rpre3 over parkinglot59.tif Running MSRN_x3_rpre3 over mediumresidential57.tif Running MSRN_x3_rpre3 over agricultural41.tif Running MSRN_x3_rpre3 over forest08.tif Running MSRN_x3_rpre3 over harbor58.tif Running MSRN_x3_rpre3 over golfcourse31.tif Running MSRN_x3_rpre3 over denseresidential28.tif Running MSRN_x3_rpre3 over harbor46.tif Running MSRN_x3_rpre3 over freeway47.tif Running MSRN_x3_rpre3 over intersection94.tif Running MSRN_x3_rpre3 over intersection00.tif Running MSRN_x3_rpre3 over mobilehomepark96.tif Running MSRN_x3_rpre3 over agricultural82.tif Running MSRN_x3_rpre3 over beach62.tif Running MSRN_x3_rpre3 over beach06.tif Running MSRN_x3_rpre3 over parkinglot70.tif Running MSRN_x3_rpre3 over baseballdiamond66.tif Running MSRN_x3_rpre3 over airplane76.tif Running MSRN_x3_rpre3 over storagetanks81.tif Running MSRN_x3_rpre3 over river65.tif Running MSRN_x3_rpre3 over intersection14.tif Running MSRN_x3_rpre3 over intersection53.tif Running MSRN_x3_rpre3 over mediumresidential51.tif Running MSRN_x3_rpre3 over tenniscourt54.tif Running MSRN_x3_rpre3 over river24.tif Running MSRN_x3_rpre3 over runway36.tif Running MSRN_x3_rpre3 over mobilehomepark50.tif Running MSRN_x3_rpre3 over sparseresidential63.tif Running MSRN_x3_rpre3 over baseballdiamond50.tif Running MSRN_x3_rpre3 over denseresidential70.tif Running MSRN_x3_rpre3 over agricultural88.tif Running MSRN_x3_rpre3 over tenniscourt96.tif Running MSRN_x3_rpre3 over baseballdiamond60.tif Running MSRN_x3_rpre3 over airplane58.tif Running MSRN_x3_rpre3 over agricultural71.tif Running MSRN_x3_rpre3 over golfcourse86.tif Running MSRN_x3_rpre3 over forest82.tif Running MSRN_x3_rpre3 over river52.tif Running MSRN_x3_rpre3 over chaparral73.tif Running MSRN_x3_rpre3 over runway26.tif Running MSRN_x3_rpre3 over baseballdiamond55.tif Running MSRN_x3_rpre3 over storagetanks78.tif Running MSRN_x3_rpre3 over runway93.tif Running MSRN_x3_rpre3 over tenniscourt64.tif Running MSRN_x3_rpre3 over baseballdiamond44.tif Running MSRN_x3_rpre3 over parkinglot28.tif Running MSRN_x3_rpre3 over golfcourse37.tif Running MSRN_x3_rpre3 over beach89.tif Running MSRN_x3_rpre3 over forest42.tif Running MSRN_x3_rpre3 over river29.tif Running MSRN_x3_rpre3 over baseballdiamond06.tif Running MSRN_x3_rpre3 over storagetanks55.tif Running MSRN_x3_rpre3 over agricultural81.tif Running MSRN_x3_rpre3 over chaparral01.tif Running MSRN_x3_rpre3 over baseballdiamond78.tif Running MSRN_x3_rpre3 over airplane65.tif Running MSRN_x3_rpre3 over river13.tif Running MSRN_x3_rpre3 over storagetanks22.tif Running MSRN_x3_rpre3 over sparseresidential83.tif Running MSRN_x3_rpre3 over harbor33.tif Running MSRN_x3_rpre3 over agricultural86.tif Running MSRN_x3_rpre3 over airplane43.tif Running MSRN_x3_rpre3 over harbor63.tif Running MSRN_x3_rpre3 over runway76.tif Running MSRN_x3_rpre3 over tenniscourt22.tif Running MSRN_x3_rpre3 over denseresidential81.tif Running MSRN_x3_rpre3 over harbor45.tif Running MSRN_x3_rpre3 over intersection12.tif Running MSRN_x3_rpre3 over sparseresidential78.tif Running MSRN_x3_rpre3 over river62.tif Running MSRN_x3_rpre3 over runway94.tif Running MSRN_x3_rpre3 over parkinglot65.tif Running MSRN_x3_rpre3 over forest74.tif Running MSRN_x3_rpre3 over baseballdiamond63.tif Running MSRN_x3_rpre3 over chaparral27.tif Running MSRN_x3_rpre3 over tenniscourt03.tif Running MSRN_x3_rpre3 over mediumresidential62.tif Running MSRN_x3_rpre3 over parkinglot41.tif Running MSRN_x3_rpre3 over mobilehomepark74.tif Running MSRN_x3_rpre3 over tenniscourt76.tif Running MSRN_x3_rpre3 over chaparral06.tif Running MSRN_x3_rpre3 over sparseresidential16.tif Running MSRN_x3_rpre3 over mobilehomepark23.tif Running MSRN_x3_rpre3 over river60.tif Running MSRN_x3_rpre3 over intersection44.tif Running MSRN_x3_rpre3 over mediumresidential42.tif Running MSRN_x3_rpre3 over tenniscourt55.tif Running MSRN_x3_rpre3 over airplane72.tif Running MSRN_x3_rpre3 over runway23.tif Running MSRN_x3_rpre3 over denseresidential79.tif Running MSRN_x3_rpre3 over chaparral13.tif Running MSRN_x3_rpre3 over storagetanks31.tif Running MSRN_x3_rpre3 over river58.tif Running MSRN_x3_rpre3 over sparseresidential65.tif Running MSRN_x3_rpre3 over mobilehomepark70.tif Running MSRN_x3_rpre3 over beach30.tif Running MSRN_x3_rpre3 over mobilehomepark84.tif Running MSRN_x3_rpre3 over golfcourse30.tif Running MSRN_x3_rpre3 over mediumresidential25.tif Running MSRN_x3_rpre3 over chaparral79.tif Running MSRN_x3_rpre3 over freeway11.tif Running MSRN_x3_rpre3 over mediumresidential22.tif Running MSRN_x3_rpre3 over storagetanks97.tif Running MSRN_x3_rpre3 over harbor97.tif Running MSRN_x3_rpre3 over golfcourse93.tif Running MSRN_x3_rpre3 over golfcourse52.tif Running MSRN_x3_rpre3 over freeway12.tif Running MSRN_x3_rpre3 over airplane20.tif Running MSRN_x3_rpre3 over chaparral08.tif Running MSRN_x3_rpre3 over chaparral37.tif Running MSRN_x3_rpre3 over freeway44.tif Running MSRN_x3_rpre3 over runway59.tif Running MSRN_x3_rpre3 over harbor54.tif Running MSRN_x3_rpre3 over beach24.tif Running MSRN_x3_rpre3 over denseresidential12.tif Running MSRN_x3_rpre3 over intersection97.tif Running MSRN_x3_rpre3 over forest18.tif Running MSRN_x3_rpre3 over denseresidential20.tif Running MSRN_x3_rpre3 over sparseresidential45.tif Running MSRN_x3_rpre3 over sparseresidential97.tif Running MSRN_x3_rpre3 over forest89.tif Running MSRN_x3_rpre3 over tenniscourt40.tif Running MSRN_x3_rpre3 over tenniscourt35.tif Running MSRN_x3_rpre3 over golfcourse00.tif Running MSRN_x3_rpre3 over harbor29.tif Running MSRN_x3_rpre3 over baseballdiamond09.tif Running MSRN_x3_rpre3 over intersection64.tif Running MSRN_x3_rpre3 over chaparral26.tif Running MSRN_x3_rpre3 over airplane10.tif Running MSRN_x3_rpre3 over parkinglot77.tif Running MSRN_x3_rpre3 over freeway53.tif Running MSRN_x3_rpre3 over forest68.tif Running MSRN_x3_rpre3 over airplane33.tif Running MSRN_x3_rpre3 over river35.tif Running MSRN_x3_rpre3 over golfcourse34.tif Running MSRN_x3_rpre3 over harbor65.tif Running MSRN_x3_rpre3 over beach51.tif Running MSRN_x3_rpre3 over sparseresidential93.tif Running MSRN_x3_rpre3 over airplane45.tif Running MSRN_x3_rpre3 over denseresidential05.tif Running MSRN_x3_rpre3 over river78.tif Running MSRN_x3_rpre3 over parkinglot86.tif Running MSRN_x3_rpre3 over freeway38.tif Running MSRN_x3_rpre3 over mediumresidential87.tif Running MSRN_x3_rpre3 over parkinglot25.tif Running MSRN_x3_rpre3 over tenniscourt12.tif Running MSRN_x3_rpre3 over sparseresidential48.tif Running MSRN_x3_rpre3 over baseballdiamond16.tif Running MSRN_x3_rpre3 over river74.tif Running MSRN_x3_rpre3 over denseresidential64.tif Running MSRN_x3_rpre3 over denseresidential58.tif Running MSRN_x3_rpre3 over denseresidential83.tif Running MSRN_x3_rpre3 over sparseresidential02.tif Running MSRN_x3_rpre3 over harbor74.tif Running MSRN_x3_rpre3 over beach19.tif Running MSRN_x3_rpre3 over runway24.tif Running MSRN_x3_rpre3 over airplane06.tif Running MSRN_x3_rpre3 over mobilehomepark12.tif Running MSRN_x3_rpre3 over chaparral95.tif Running MSRN_x3_rpre3 over mobilehomepark65.tif Running MSRN_x3_rpre3 over sparseresidential92.tif Running MSRN_x3_rpre3 over agricultural61.tif Running MSRN_x3_rpre3 over airplane83.tif Running MSRN_x3_rpre3 over freeway46.tif Running MSRN_x3_rpre3 over forest46.tif Running MSRN_x3_rpre3 over harbor25.tif Running MSRN_x3_rpre3 over sparseresidential73.tif Running MSRN_x3_rpre3 over airplane04.tif Running MSRN_x3_rpre3 over storagetanks34.tif Running MSRN_x3_rpre3 over runway57.tif Running MSRN_x3_rpre3 over harbor92.tif Running MSRN_x3_rpre3 over airplane73.tif Running MSRN_x3_rpre3 over parkinglot07.tif Running MSRN_x3_rpre3 over parkinglot04.tif Running MSRN_x3_rpre3 over storagetanks10.tif Running MSRN_x3_rpre3 over runway47.tif Running MSRN_x3_rpre3 over chaparral14.tif Running MSRN_x3_rpre3 over tenniscourt05.tif Running MSRN_x3_rpre3 over runway20.tif Running MSRN_x3_rpre3 over runway83.tif Running MSRN_x3_rpre3 over golfcourse74.tif Running MSRN_x3_rpre3 over golfcourse62.tif Running MSRN_x3_rpre3 over freeway59.tif Running MSRN_x3_rpre3 over chaparral88.tif Running MSRN_x3_rpre3 over river57.tif Running MSRN_x3_rpre3 over agricultural20.tif Running MSRN_x3_rpre3 over river49.tif Running MSRN_x3_rpre3 over intersection18.tif Running MSRN_x3_rpre3 over mobilehomepark94.tif Running MSRN_x3_rpre3 over forest11.tif Running MSRN_x3_rpre3 over agricultural35.tif Running MSRN_x3_rpre3 over harbor04.tif Running MSRN_x3_rpre3 over baseballdiamond34.tif Running MSRN_x3_rpre3 over agricultural45.tif Running MSRN_x3_rpre3 over intersection57.tif Running MSRN_x3_rpre3 over airplane15.tif Running MSRN_x3_rpre3 over golfcourse21.tif Running MSRN_x3_rpre3 over mediumresidential47.tif Running MSRN_x3_rpre3 over agricultural84.tif Running MSRN_x3_rpre3 over mobilehomepark17.tif Running MSRN_x3_rpre3 over intersection59.tif Running MSRN_x3_rpre3 over denseresidential54.tif Running MSRN_x3_rpre3 over intersection50.tif Running MSRN_x3_rpre3 over chaparral15.tif Running MSRN_x3_rpre3 over sparseresidential61.tif Running MSRN_x3_rpre3 over beach45.tif Running MSRN_x3_rpre3 over agricultural38.tif Running MSRN_x3_rpre3 over beach99.tif Running MSRN_x3_rpre3 over chaparral86.tif Running MSRN_x3_rpre3 over golfcourse55.tif Running MSRN_x3_rpre3 over freeway07.tif Running MSRN_x3_rpre3 over beach67.tif Running MSRN_x3_rpre3 over sparseresidential41.tif Running MSRN_x3_rpre3 over freeway08.tif Running MSRN_x3_rpre3 over mobilehomepark47.tif Running MSRN_x3_rpre3 over mediumresidential05.tif Running MSRN_x3_rpre3 over parkinglot10.tif Running MSRN_x3_rpre3 over mobilehomepark76.tif Running MSRN_x3_rpre3 over mediumresidential02.tif Running MSRN_x3_rpre3 over beach42.tif Running MSRN_x3_rpre3 over runway62.tif Running MSRN_x3_rpre3 over sparseresidential70.tif Running MSRN_x3_rpre3 over river90.tif Running MSRN_x3_rpre3 over freeway49.tif Running MSRN_x3_rpre3 over forest84.tif Running MSRN_x3_rpre3 over storagetanks83.tif Running MSRN_x3_rpre3 over mediumresidential08.tif Running MSRN_x3_rpre3 over forest80.tif Running MSRN_x3_rpre3 over harbor07.tif Running MSRN_x3_rpre3 over baseballdiamond97.tif Running MSRN_x3_rpre3 over tenniscourt23.tif Running MSRN_x3_rpre3 over parkinglot85.tif Running MSRN_x3_rpre3 over denseresidential74.tif Running MSRN_x3_rpre3 over mobilehomepark57.tif Running MSRN_x3_rpre3 over parkinglot76.tif Running MSRN_x3_rpre3 over river83.tif Running MSRN_x3_rpre3 over denseresidential07.tif Running MSRN_x3_rpre3 over beach21.tif Running MSRN_x3_rpre3 over storagetanks49.tif Running MSRN_x3_rpre3 over intersection21.tif Running MSRN_x3_rpre3 over golfcourse97.tif Running MSRN_x3_rpre3 over runway63.tif Running MSRN_x3_rpre3 over baseballdiamond79.tif Running MSRN_x3_rpre3 over mediumresidential17.tif Running MSRN_x3_rpre3 over parkinglot48.tif Running MSRN_x3_rpre3 over mediumresidential30.tif Running MSRN_x3_rpre3 over chaparral56.tif Running MSRN_x3_rpre3 over tenniscourt49.tif Running MSRN_x3_rpre3 over forest69.tif Running MSRN_x3_rpre3 over sparseresidential69.tif Running MSRN_x3_rpre3 over chaparral38.tif Running MSRN_x3_rpre3 over airplane57.tif Running MSRN_x3_rpre3 over forest85.tif Running MSRN_x3_rpre3 over denseresidential01.tif Running MSRN_x3_rpre3 over denseresidential59.tif Running MSRN_x3_rpre3 over beach87.tif Running MSRN_x3_rpre3 over mediumresidential63.tif Running MSRN_x3_rpre3 over beach37.tif Running MSRN_x3_rpre3 over river67.tif Running MSRN_x3_rpre3 over freeway36.tif Running MSRN_x3_rpre3 over baseballdiamond62.tif Running MSRN_x3_rpre3 over intersection73.tif Running MSRN_x3_rpre3 over chaparral91.tif Running MSRN_x3_rpre3 over intersection33.tif Running MSRN_x3_rpre3 over parkinglot46.tif Running MSRN_x3_rpre3 over river93.tif Running MSRN_x3_rpre3 over airplane81.tif Running MSRN_x3_rpre3 over forest92.tif Running MSRN_x3_rpre3 over tenniscourt36.tif Running MSRN_x3_rpre3 over baseballdiamond69.tif Running MSRN_x3_rpre3 over sparseresidential06.tif Running MSRN_x3_rpre3 over forest65.tif Running MSRN_x3_rpre3 over mobilehomepark42.tif Running MSRN_x3_rpre3 over mediumresidential97.tif Running MSRN_x3_rpre3 over intersection93.tif Running MSRN_x3_rpre3 over golfcourse10.tif Running MSRN_x3_rpre3 over agricultural66.tif Running MSRN_x3_rpre3 over forest79.tif Running MSRN_x3_rpre3 over denseresidential06.tif Running MSRN_x3_rpre3 over runway66.tif Running MSRN_x3_rpre3 over agricultural16.tif Running MSRN_x3_rpre3 over baseballdiamond46.tif Running MSRN_x3_rpre3 over baseballdiamond01.tif Running MSRN_x3_rpre3 over airplane19.tif Running MSRN_x3_rpre3 over freeway10.tif Running MSRN_x3_rpre3 over storagetanks30.tif Running MSRN_x3_rpre3 over storagetanks73.tif Running MSRN_x3_rpre3 over airplane61.tif Running MSRN_x3_rpre3 over beach00.tif Running MSRN_x3_rpre3 over freeway33.tif Running MSRN_x3_rpre3 over harbor08.tif Running MSRN_x3_rpre3 over storagetanks28.tif Running MSRN_x3_rpre3 over golfcourse28.tif Running MSRN_x3_rpre3 over baseballdiamond37.tif Running MSRN_x3_rpre3 over golfcourse38.tif Done. python sr.py --trainds ./Data/test-ds#MSRN_x3_rpre3 --outputpath /tmp/tmpd6ztqzbq --valds ./Data/test-ds#MSRN_x3_rpre3 ****** IQF subprocess --stdout-- ********* ****** IQF subprocess --stderr-- ********* ESRGAN_x3_rpre3 For each image file in <./Data/test-ds/test>... Running ESRGAN_x3_rpre3 over sparseresidential20.tif Running ESRGAN_x3_rpre3 over freeway48.tif Running ESRGAN_x3_rpre3 over storagetanks38.tif Running ESRGAN_x3_rpre3 over tenniscourt47.tif Running ESRGAN_x3_rpre3 over storagetanks98.tif Running ESRGAN_x3_rpre3 over tenniscourt98.tif Running ESRGAN_x3_rpre3 over forest16.tif Running ESRGAN_x3_rpre3 over tenniscourt39.tif Running ESRGAN_x3_rpre3 over harbor59.tif Running ESRGAN_x3_rpre3 over river11.tif Running ESRGAN_x3_rpre3 over golfcourse76.tif Running ESRGAN_x3_rpre3 over mobilehomepark51.tif Running ESRGAN_x3_rpre3 over mediumresidential61.tif Running ESRGAN_x3_rpre3 over agricultural89.tif Running ESRGAN_x3_rpre3 over baseballdiamond71.tif Running ESRGAN_x3_rpre3 over mediumresidential37.tif Running ESRGAN_x3_rpre3 over parkinglot73.tif Running ESRGAN_x3_rpre3 over harbor43.tif Running ESRGAN_x3_rpre3 over runway71.tif Running ESRGAN_x3_rpre3 over intersection77.tif Running ESRGAN_x3_rpre3 over beach90.tif Running ESRGAN_x3_rpre3 over sparseresidential72.tif Running ESRGAN_x3_rpre3 over parkinglot55.tif Running ESRGAN_x3_rpre3 over tenniscourt93.tif Running ESRGAN_x3_rpre3 over beach27.tif Running ESRGAN_x3_rpre3 over mediumresidential67.tif Running ESRGAN_x3_rpre3 over freeway66.tif Running ESRGAN_x3_rpre3 over airplane94.tif Running ESRGAN_x3_rpre3 over agricultural90.tif Running ESRGAN_x3_rpre3 over runway75.tif Running ESRGAN_x3_rpre3 over runway40.tif Running ESRGAN_x3_rpre3 over freeway04.tif Running ESRGAN_x3_rpre3 over mobilehomepark14.tif Running ESRGAN_x3_rpre3 over intersection87.tif Running ESRGAN_x3_rpre3 over agricultural55.tif Running ESRGAN_x3_rpre3 over airplane30.tif Running ESRGAN_x3_rpre3 over tenniscourt66.tif Running ESRGAN_x3_rpre3 over freeway97.tif Running ESRGAN_x3_rpre3 over chaparral18.tif Running ESRGAN_x3_rpre3 over chaparral64.tif Running ESRGAN_x3_rpre3 over storagetanks41.tif Running ESRGAN_x3_rpre3 over beach79.tif Running ESRGAN_x3_rpre3 over storagetanks71.tif Running ESRGAN_x3_rpre3 over denseresidential26.tif Running ESRGAN_x3_rpre3 over forest19.tif Running ESRGAN_x3_rpre3 over mediumresidential76.tif Running ESRGAN_x3_rpre3 over intersection26.tif Running ESRGAN_x3_rpre3 over agricultural04.tif Running ESRGAN_x3_rpre3 over tenniscourt50.tif Running ESRGAN_x3_rpre3 over agricultural23.tif Running ESRGAN_x3_rpre3 over sparseresidential25.tif Running ESRGAN_x3_rpre3 over denseresidential99.tif Running ESRGAN_x3_rpre3 over golfcourse42.tif Running ESRGAN_x3_rpre3 over intersection70.tif Running ESRGAN_x3_rpre3 over beach43.tif Running ESRGAN_x3_rpre3 over river51.tif Running ESRGAN_x3_rpre3 over mediumresidential52.tif Running ESRGAN_x3_rpre3 over parkinglot24.tif Running ESRGAN_x3_rpre3 over denseresidential96.tif Running ESRGAN_x3_rpre3 over chaparral60.tif Running ESRGAN_x3_rpre3 over denseresidential92.tif Running ESRGAN_x3_rpre3 over mobilehomepark69.tif Running ESRGAN_x3_rpre3 over agricultural40.tif Running ESRGAN_x3_rpre3 over mobilehomepark75.tif Running ESRGAN_x3_rpre3 over golfcourse20.tif Running ESRGAN_x3_rpre3 over mobilehomepark00.tif Running ESRGAN_x3_rpre3 over mobilehomepark20.tif Running ESRGAN_x3_rpre3 over golfcourse15.tif Running ESRGAN_x3_rpre3 over runway27.tif Running ESRGAN_x3_rpre3 over forest20.tif Running ESRGAN_x3_rpre3 over beach68.tif Running ESRGAN_x3_rpre3 over harbor02.tif Running ESRGAN_x3_rpre3 over parkinglot12.tif Running ESRGAN_x3_rpre3 over storagetanks61.tif Running ESRGAN_x3_rpre3 over harbor01.tif Running ESRGAN_x3_rpre3 over forest01.tif Running ESRGAN_x3_rpre3 over storagetanks67.tif Running ESRGAN_x3_rpre3 over baseballdiamond40.tif Running ESRGAN_x3_rpre3 over river66.tif Running ESRGAN_x3_rpre3 over freeway28.tif Running ESRGAN_x3_rpre3 over freeway05.tif Running ESRGAN_x3_rpre3 over harbor40.tif Running ESRGAN_x3_rpre3 over runway08.tif Running ESRGAN_x3_rpre3 over parkinglot01.tif Running ESRGAN_x3_rpre3 over storagetanks02.tif Running ESRGAN_x3_rpre3 over parkinglot59.tif Running ESRGAN_x3_rpre3 over mediumresidential57.tif Running ESRGAN_x3_rpre3 over agricultural41.tif Running ESRGAN_x3_rpre3 over forest08.tif Running ESRGAN_x3_rpre3 over harbor58.tif Running ESRGAN_x3_rpre3 over golfcourse31.tif Running ESRGAN_x3_rpre3 over denseresidential28.tif Running ESRGAN_x3_rpre3 over harbor46.tif Running ESRGAN_x3_rpre3 over freeway47.tif Running ESRGAN_x3_rpre3 over intersection94.tif Running ESRGAN_x3_rpre3 over intersection00.tif Running ESRGAN_x3_rpre3 over mobilehomepark96.tif Running ESRGAN_x3_rpre3 over agricultural82.tif Running ESRGAN_x3_rpre3 over beach62.tif Running ESRGAN_x3_rpre3 over beach06.tif Running ESRGAN_x3_rpre3 over parkinglot70.tif Running ESRGAN_x3_rpre3 over baseballdiamond66.tif Running ESRGAN_x3_rpre3 over airplane76.tif Running ESRGAN_x3_rpre3 over storagetanks81.tif Running ESRGAN_x3_rpre3 over river65.tif Running ESRGAN_x3_rpre3 over intersection14.tif Running ESRGAN_x3_rpre3 over intersection53.tif Running ESRGAN_x3_rpre3 over mediumresidential51.tif Running ESRGAN_x3_rpre3 over tenniscourt54.tif Running ESRGAN_x3_rpre3 over river24.tif Running ESRGAN_x3_rpre3 over runway36.tif Running ESRGAN_x3_rpre3 over mobilehomepark50.tif Running ESRGAN_x3_rpre3 over sparseresidential63.tif Running ESRGAN_x3_rpre3 over baseballdiamond50.tif Running ESRGAN_x3_rpre3 over denseresidential70.tif Running ESRGAN_x3_rpre3 over agricultural88.tif Running ESRGAN_x3_rpre3 over tenniscourt96.tif Running ESRGAN_x3_rpre3 over baseballdiamond60.tif Running ESRGAN_x3_rpre3 over airplane58.tif Running ESRGAN_x3_rpre3 over agricultural71.tif Running ESRGAN_x3_rpre3 over golfcourse86.tif Running ESRGAN_x3_rpre3 over forest82.tif Running ESRGAN_x3_rpre3 over river52.tif Running ESRGAN_x3_rpre3 over chaparral73.tif Running ESRGAN_x3_rpre3 over runway26.tif Running ESRGAN_x3_rpre3 over baseballdiamond55.tif Running ESRGAN_x3_rpre3 over storagetanks78.tif Running ESRGAN_x3_rpre3 over runway93.tif Running ESRGAN_x3_rpre3 over tenniscourt64.tif Running ESRGAN_x3_rpre3 over baseballdiamond44.tif Running ESRGAN_x3_rpre3 over parkinglot28.tif Running ESRGAN_x3_rpre3 over golfcourse37.tif Running ESRGAN_x3_rpre3 over beach89.tif Running ESRGAN_x3_rpre3 over forest42.tif Running ESRGAN_x3_rpre3 over river29.tif Running ESRGAN_x3_rpre3 over baseballdiamond06.tif Running ESRGAN_x3_rpre3 over storagetanks55.tif Running ESRGAN_x3_rpre3 over agricultural81.tif Running ESRGAN_x3_rpre3 over chaparral01.tif Running ESRGAN_x3_rpre3 over baseballdiamond78.tif Running ESRGAN_x3_rpre3 over airplane65.tif Running ESRGAN_x3_rpre3 over river13.tif Running ESRGAN_x3_rpre3 over storagetanks22.tif Running ESRGAN_x3_rpre3 over sparseresidential83.tif Running ESRGAN_x3_rpre3 over harbor33.tif Running ESRGAN_x3_rpre3 over agricultural86.tif Running ESRGAN_x3_rpre3 over airplane43.tif Running ESRGAN_x3_rpre3 over harbor63.tif Running ESRGAN_x3_rpre3 over runway76.tif Running ESRGAN_x3_rpre3 over tenniscourt22.tif Running ESRGAN_x3_rpre3 over denseresidential81.tif Running ESRGAN_x3_rpre3 over harbor45.tif Running ESRGAN_x3_rpre3 over intersection12.tif Running ESRGAN_x3_rpre3 over sparseresidential78.tif Running ESRGAN_x3_rpre3 over river62.tif Running ESRGAN_x3_rpre3 over runway94.tif Running ESRGAN_x3_rpre3 over parkinglot65.tif Running ESRGAN_x3_rpre3 over forest74.tif Running ESRGAN_x3_rpre3 over baseballdiamond63.tif Running ESRGAN_x3_rpre3 over chaparral27.tif Running ESRGAN_x3_rpre3 over tenniscourt03.tif Running ESRGAN_x3_rpre3 over mediumresidential62.tif Running ESRGAN_x3_rpre3 over parkinglot41.tif Running ESRGAN_x3_rpre3 over mobilehomepark74.tif Running ESRGAN_x3_rpre3 over tenniscourt76.tif Running ESRGAN_x3_rpre3 over chaparral06.tif Running ESRGAN_x3_rpre3 over sparseresidential16.tif Running ESRGAN_x3_rpre3 over mobilehomepark23.tif Running ESRGAN_x3_rpre3 over river60.tif Running ESRGAN_x3_rpre3 over intersection44.tif Running ESRGAN_x3_rpre3 over mediumresidential42.tif Running ESRGAN_x3_rpre3 over tenniscourt55.tif Running ESRGAN_x3_rpre3 over airplane72.tif Running ESRGAN_x3_rpre3 over runway23.tif Running ESRGAN_x3_rpre3 over denseresidential79.tif Running ESRGAN_x3_rpre3 over chaparral13.tif Running ESRGAN_x3_rpre3 over storagetanks31.tif Running ESRGAN_x3_rpre3 over river58.tif Running ESRGAN_x3_rpre3 over sparseresidential65.tif Running ESRGAN_x3_rpre3 over mobilehomepark70.tif Running ESRGAN_x3_rpre3 over beach30.tif Running ESRGAN_x3_rpre3 over mobilehomepark84.tif Running ESRGAN_x3_rpre3 over golfcourse30.tif Running ESRGAN_x3_rpre3 over mediumresidential25.tif Running ESRGAN_x3_rpre3 over chaparral79.tif Running ESRGAN_x3_rpre3 over freeway11.tif Running ESRGAN_x3_rpre3 over mediumresidential22.tif Running ESRGAN_x3_rpre3 over storagetanks97.tif Running ESRGAN_x3_rpre3 over harbor97.tif Running ESRGAN_x3_rpre3 over golfcourse93.tif Running ESRGAN_x3_rpre3 over golfcourse52.tif Running ESRGAN_x3_rpre3 over freeway12.tif Running ESRGAN_x3_rpre3 over airplane20.tif Running ESRGAN_x3_rpre3 over chaparral08.tif Running ESRGAN_x3_rpre3 over chaparral37.tif Running ESRGAN_x3_rpre3 over freeway44.tif Running ESRGAN_x3_rpre3 over runway59.tif Running ESRGAN_x3_rpre3 over harbor54.tif Running ESRGAN_x3_rpre3 over beach24.tif Running ESRGAN_x3_rpre3 over denseresidential12.tif Running ESRGAN_x3_rpre3 over intersection97.tif Running ESRGAN_x3_rpre3 over forest18.tif Running ESRGAN_x3_rpre3 over denseresidential20.tif Running ESRGAN_x3_rpre3 over sparseresidential45.tif Running ESRGAN_x3_rpre3 over sparseresidential97.tif Running ESRGAN_x3_rpre3 over forest89.tif Running ESRGAN_x3_rpre3 over tenniscourt40.tif Running ESRGAN_x3_rpre3 over tenniscourt35.tif Running ESRGAN_x3_rpre3 over golfcourse00.tif Running ESRGAN_x3_rpre3 over harbor29.tif Running ESRGAN_x3_rpre3 over baseballdiamond09.tif Running ESRGAN_x3_rpre3 over intersection64.tif Running ESRGAN_x3_rpre3 over chaparral26.tif Running ESRGAN_x3_rpre3 over airplane10.tif Running ESRGAN_x3_rpre3 over parkinglot77.tif Running ESRGAN_x3_rpre3 over freeway53.tif Running ESRGAN_x3_rpre3 over forest68.tif Running ESRGAN_x3_rpre3 over airplane33.tif Running ESRGAN_x3_rpre3 over river35.tif Running ESRGAN_x3_rpre3 over golfcourse34.tif Running ESRGAN_x3_rpre3 over harbor65.tif Running ESRGAN_x3_rpre3 over beach51.tif Running ESRGAN_x3_rpre3 over sparseresidential93.tif Running ESRGAN_x3_rpre3 over airplane45.tif Running ESRGAN_x3_rpre3 over denseresidential05.tif Running ESRGAN_x3_rpre3 over river78.tif Running ESRGAN_x3_rpre3 over parkinglot86.tif Running ESRGAN_x3_rpre3 over freeway38.tif Running ESRGAN_x3_rpre3 over mediumresidential87.tif Running ESRGAN_x3_rpre3 over parkinglot25.tif Running ESRGAN_x3_rpre3 over tenniscourt12.tif Running ESRGAN_x3_rpre3 over sparseresidential48.tif Running ESRGAN_x3_rpre3 over baseballdiamond16.tif Running ESRGAN_x3_rpre3 over river74.tif Running ESRGAN_x3_rpre3 over denseresidential64.tif Running ESRGAN_x3_rpre3 over denseresidential58.tif Running ESRGAN_x3_rpre3 over denseresidential83.tif Running ESRGAN_x3_rpre3 over sparseresidential02.tif Running ESRGAN_x3_rpre3 over harbor74.tif Running ESRGAN_x3_rpre3 over beach19.tif Running ESRGAN_x3_rpre3 over runway24.tif Running ESRGAN_x3_rpre3 over airplane06.tif Running ESRGAN_x3_rpre3 over mobilehomepark12.tif Running ESRGAN_x3_rpre3 over chaparral95.tif Running ESRGAN_x3_rpre3 over mobilehomepark65.tif Running ESRGAN_x3_rpre3 over sparseresidential92.tif Running ESRGAN_x3_rpre3 over agricultural61.tif Running ESRGAN_x3_rpre3 over airplane83.tif Running ESRGAN_x3_rpre3 over freeway46.tif Running ESRGAN_x3_rpre3 over forest46.tif Running ESRGAN_x3_rpre3 over harbor25.tif Running ESRGAN_x3_rpre3 over sparseresidential73.tif Running ESRGAN_x3_rpre3 over airplane04.tif Running ESRGAN_x3_rpre3 over storagetanks34.tif Running ESRGAN_x3_rpre3 over runway57.tif Running ESRGAN_x3_rpre3 over harbor92.tif Running ESRGAN_x3_rpre3 over airplane73.tif Running ESRGAN_x3_rpre3 over parkinglot07.tif Running ESRGAN_x3_rpre3 over parkinglot04.tif Running ESRGAN_x3_rpre3 over storagetanks10.tif Running ESRGAN_x3_rpre3 over runway47.tif Running ESRGAN_x3_rpre3 over chaparral14.tif Running ESRGAN_x3_rpre3 over tenniscourt05.tif Running ESRGAN_x3_rpre3 over runway20.tif Running ESRGAN_x3_rpre3 over runway83.tif Running ESRGAN_x3_rpre3 over golfcourse74.tif Running ESRGAN_x3_rpre3 over golfcourse62.tif Running ESRGAN_x3_rpre3 over freeway59.tif Running ESRGAN_x3_rpre3 over chaparral88.tif Running ESRGAN_x3_rpre3 over river57.tif Running ESRGAN_x3_rpre3 over agricultural20.tif Running ESRGAN_x3_rpre3 over river49.tif Running ESRGAN_x3_rpre3 over intersection18.tif Running ESRGAN_x3_rpre3 over mobilehomepark94.tif Running ESRGAN_x3_rpre3 over forest11.tif Running ESRGAN_x3_rpre3 over agricultural35.tif Running ESRGAN_x3_rpre3 over harbor04.tif Running ESRGAN_x3_rpre3 over baseballdiamond34.tif Running ESRGAN_x3_rpre3 over agricultural45.tif Running ESRGAN_x3_rpre3 over intersection57.tif Running ESRGAN_x3_rpre3 over airplane15.tif Running ESRGAN_x3_rpre3 over golfcourse21.tif Running ESRGAN_x3_rpre3 over mediumresidential47.tif Running ESRGAN_x3_rpre3 over agricultural84.tif Running ESRGAN_x3_rpre3 over mobilehomepark17.tif Running ESRGAN_x3_rpre3 over intersection59.tif Running ESRGAN_x3_rpre3 over denseresidential54.tif Running ESRGAN_x3_rpre3 over intersection50.tif Running ESRGAN_x3_rpre3 over chaparral15.tif Running ESRGAN_x3_rpre3 over sparseresidential61.tif Running ESRGAN_x3_rpre3 over beach45.tif Running ESRGAN_x3_rpre3 over agricultural38.tif Running ESRGAN_x3_rpre3 over beach99.tif Running ESRGAN_x3_rpre3 over chaparral86.tif Running ESRGAN_x3_rpre3 over golfcourse55.tif Running ESRGAN_x3_rpre3 over freeway07.tif Running ESRGAN_x3_rpre3 over beach67.tif Running ESRGAN_x3_rpre3 over sparseresidential41.tif Running ESRGAN_x3_rpre3 over freeway08.tif Running ESRGAN_x3_rpre3 over mobilehomepark47.tif Running ESRGAN_x3_rpre3 over mediumresidential05.tif Running ESRGAN_x3_rpre3 over parkinglot10.tif Running ESRGAN_x3_rpre3 over mobilehomepark76.tif Running ESRGAN_x3_rpre3 over mediumresidential02.tif Running ESRGAN_x3_rpre3 over beach42.tif Running ESRGAN_x3_rpre3 over runway62.tif Running ESRGAN_x3_rpre3 over sparseresidential70.tif Running ESRGAN_x3_rpre3 over river90.tif Running ESRGAN_x3_rpre3 over freeway49.tif Running ESRGAN_x3_rpre3 over forest84.tif Running ESRGAN_x3_rpre3 over storagetanks83.tif Running ESRGAN_x3_rpre3 over mediumresidential08.tif Running ESRGAN_x3_rpre3 over forest80.tif Running ESRGAN_x3_rpre3 over harbor07.tif Running ESRGAN_x3_rpre3 over baseballdiamond97.tif Running ESRGAN_x3_rpre3 over tenniscourt23.tif Running ESRGAN_x3_rpre3 over parkinglot85.tif Running ESRGAN_x3_rpre3 over denseresidential74.tif Running ESRGAN_x3_rpre3 over mobilehomepark57.tif Running ESRGAN_x3_rpre3 over parkinglot76.tif Running ESRGAN_x3_rpre3 over river83.tif Running ESRGAN_x3_rpre3 over denseresidential07.tif Running ESRGAN_x3_rpre3 over beach21.tif Running ESRGAN_x3_rpre3 over storagetanks49.tif Running ESRGAN_x3_rpre3 over intersection21.tif Running ESRGAN_x3_rpre3 over golfcourse97.tif Running ESRGAN_x3_rpre3 over runway63.tif Running ESRGAN_x3_rpre3 over baseballdiamond79.tif Running ESRGAN_x3_rpre3 over mediumresidential17.tif Running ESRGAN_x3_rpre3 over parkinglot48.tif Running ESRGAN_x3_rpre3 over mediumresidential30.tif Running ESRGAN_x3_rpre3 over chaparral56.tif Running ESRGAN_x3_rpre3 over tenniscourt49.tif Running ESRGAN_x3_rpre3 over forest69.tif Running ESRGAN_x3_rpre3 over sparseresidential69.tif Running ESRGAN_x3_rpre3 over chaparral38.tif Running ESRGAN_x3_rpre3 over airplane57.tif Running ESRGAN_x3_rpre3 over forest85.tif Running ESRGAN_x3_rpre3 over denseresidential01.tif Running ESRGAN_x3_rpre3 over denseresidential59.tif Running ESRGAN_x3_rpre3 over beach87.tif Running ESRGAN_x3_rpre3 over mediumresidential63.tif Running ESRGAN_x3_rpre3 over beach37.tif Running ESRGAN_x3_rpre3 over river67.tif Running ESRGAN_x3_rpre3 over freeway36.tif Running ESRGAN_x3_rpre3 over baseballdiamond62.tif Running ESRGAN_x3_rpre3 over intersection73.tif Running ESRGAN_x3_rpre3 over chaparral91.tif Running ESRGAN_x3_rpre3 over intersection33.tif Running ESRGAN_x3_rpre3 over parkinglot46.tif Running ESRGAN_x3_rpre3 over river93.tif Running ESRGAN_x3_rpre3 over airplane81.tif Running ESRGAN_x3_rpre3 over forest92.tif Running ESRGAN_x3_rpre3 over tenniscourt36.tif Running ESRGAN_x3_rpre3 over baseballdiamond69.tif Running ESRGAN_x3_rpre3 over sparseresidential06.tif Running ESRGAN_x3_rpre3 over forest65.tif Running ESRGAN_x3_rpre3 over mobilehomepark42.tif Running ESRGAN_x3_rpre3 over mediumresidential97.tif Running ESRGAN_x3_rpre3 over intersection93.tif Running ESRGAN_x3_rpre3 over golfcourse10.tif Running ESRGAN_x3_rpre3 over agricultural66.tif Running ESRGAN_x3_rpre3 over forest79.tif Running ESRGAN_x3_rpre3 over denseresidential06.tif Running ESRGAN_x3_rpre3 over runway66.tif Running ESRGAN_x3_rpre3 over agricultural16.tif Running ESRGAN_x3_rpre3 over baseballdiamond46.tif Running ESRGAN_x3_rpre3 over baseballdiamond01.tif Running ESRGAN_x3_rpre3 over airplane19.tif Running ESRGAN_x3_rpre3 over freeway10.tif Running ESRGAN_x3_rpre3 over storagetanks30.tif Running ESRGAN_x3_rpre3 over storagetanks73.tif Running ESRGAN_x3_rpre3 over airplane61.tif Running ESRGAN_x3_rpre3 over beach00.tif Running ESRGAN_x3_rpre3 over freeway33.tif Running ESRGAN_x3_rpre3 over harbor08.tif Running ESRGAN_x3_rpre3 over storagetanks28.tif Running ESRGAN_x3_rpre3 over golfcourse28.tif Running ESRGAN_x3_rpre3 over baseballdiamond37.tif Running ESRGAN_x3_rpre3 over golfcourse38.tif Done. ESRGAN_x3_rpre3 For each image file in <./Data/test-ds/test>... Running ESRGAN_x3_rpre3 over sparseresidential20.tif Running ESRGAN_x3_rpre3 over freeway48.tif Running ESRGAN_x3_rpre3 over storagetanks38.tif Running ESRGAN_x3_rpre3 over tenniscourt47.tif Running ESRGAN_x3_rpre3 over storagetanks98.tif Running ESRGAN_x3_rpre3 over tenniscourt98.tif Running ESRGAN_x3_rpre3 over forest16.tif Running ESRGAN_x3_rpre3 over tenniscourt39.tif Running ESRGAN_x3_rpre3 over harbor59.tif Running ESRGAN_x3_rpre3 over river11.tif Running ESRGAN_x3_rpre3 over golfcourse76.tif Running ESRGAN_x3_rpre3 over mobilehomepark51.tif Running ESRGAN_x3_rpre3 over mediumresidential61.tif Running ESRGAN_x3_rpre3 over agricultural89.tif Running ESRGAN_x3_rpre3 over baseballdiamond71.tif Running ESRGAN_x3_rpre3 over mediumresidential37.tif Running ESRGAN_x3_rpre3 over parkinglot73.tif Running ESRGAN_x3_rpre3 over harbor43.tif Running ESRGAN_x3_rpre3 over runway71.tif Running ESRGAN_x3_rpre3 over intersection77.tif Running ESRGAN_x3_rpre3 over beach90.tif Running ESRGAN_x3_rpre3 over sparseresidential72.tif Running ESRGAN_x3_rpre3 over parkinglot55.tif Running ESRGAN_x3_rpre3 over tenniscourt93.tif Running ESRGAN_x3_rpre3 over beach27.tif Running ESRGAN_x3_rpre3 over mediumresidential67.tif Running ESRGAN_x3_rpre3 over freeway66.tif Running ESRGAN_x3_rpre3 over airplane94.tif Running ESRGAN_x3_rpre3 over agricultural90.tif Running ESRGAN_x3_rpre3 over runway75.tif Running ESRGAN_x3_rpre3 over runway40.tif Running ESRGAN_x3_rpre3 over freeway04.tif Running ESRGAN_x3_rpre3 over mobilehomepark14.tif Running ESRGAN_x3_rpre3 over intersection87.tif Running ESRGAN_x3_rpre3 over agricultural55.tif Running ESRGAN_x3_rpre3 over airplane30.tif Running ESRGAN_x3_rpre3 over tenniscourt66.tif Running ESRGAN_x3_rpre3 over freeway97.tif Running ESRGAN_x3_rpre3 over chaparral18.tif Running ESRGAN_x3_rpre3 over chaparral64.tif Running ESRGAN_x3_rpre3 over storagetanks41.tif Running ESRGAN_x3_rpre3 over beach79.tif Running ESRGAN_x3_rpre3 over storagetanks71.tif Running ESRGAN_x3_rpre3 over denseresidential26.tif Running ESRGAN_x3_rpre3 over forest19.tif Running ESRGAN_x3_rpre3 over mediumresidential76.tif Running ESRGAN_x3_rpre3 over intersection26.tif Running ESRGAN_x3_rpre3 over agricultural04.tif Running ESRGAN_x3_rpre3 over tenniscourt50.tif Running ESRGAN_x3_rpre3 over agricultural23.tif Running ESRGAN_x3_rpre3 over sparseresidential25.tif Running ESRGAN_x3_rpre3 over denseresidential99.tif Running ESRGAN_x3_rpre3 over golfcourse42.tif Running ESRGAN_x3_rpre3 over intersection70.tif Running ESRGAN_x3_rpre3 over beach43.tif Running ESRGAN_x3_rpre3 over river51.tif Running ESRGAN_x3_rpre3 over mediumresidential52.tif Running ESRGAN_x3_rpre3 over parkinglot24.tif Running ESRGAN_x3_rpre3 over denseresidential96.tif Running ESRGAN_x3_rpre3 over chaparral60.tif Running ESRGAN_x3_rpre3 over denseresidential92.tif Running ESRGAN_x3_rpre3 over mobilehomepark69.tif Running ESRGAN_x3_rpre3 over agricultural40.tif Running ESRGAN_x3_rpre3 over mobilehomepark75.tif Running ESRGAN_x3_rpre3 over golfcourse20.tif Running ESRGAN_x3_rpre3 over mobilehomepark00.tif Running ESRGAN_x3_rpre3 over mobilehomepark20.tif Running ESRGAN_x3_rpre3 over golfcourse15.tif Running ESRGAN_x3_rpre3 over runway27.tif Running ESRGAN_x3_rpre3 over forest20.tif Running ESRGAN_x3_rpre3 over beach68.tif Running ESRGAN_x3_rpre3 over harbor02.tif Running ESRGAN_x3_rpre3 over parkinglot12.tif Running ESRGAN_x3_rpre3 over storagetanks61.tif Running ESRGAN_x3_rpre3 over harbor01.tif Running ESRGAN_x3_rpre3 over forest01.tif Running ESRGAN_x3_rpre3 over storagetanks67.tif Running ESRGAN_x3_rpre3 over baseballdiamond40.tif Running ESRGAN_x3_rpre3 over river66.tif Running ESRGAN_x3_rpre3 over freeway28.tif Running ESRGAN_x3_rpre3 over freeway05.tif Running ESRGAN_x3_rpre3 over harbor40.tif Running ESRGAN_x3_rpre3 over runway08.tif Running ESRGAN_x3_rpre3 over parkinglot01.tif Running ESRGAN_x3_rpre3 over storagetanks02.tif Running ESRGAN_x3_rpre3 over parkinglot59.tif Running ESRGAN_x3_rpre3 over mediumresidential57.tif Running ESRGAN_x3_rpre3 over agricultural41.tif Running ESRGAN_x3_rpre3 over forest08.tif Running ESRGAN_x3_rpre3 over harbor58.tif Running ESRGAN_x3_rpre3 over golfcourse31.tif Running ESRGAN_x3_rpre3 over denseresidential28.tif Running ESRGAN_x3_rpre3 over harbor46.tif Running ESRGAN_x3_rpre3 over freeway47.tif Running ESRGAN_x3_rpre3 over intersection94.tif Running ESRGAN_x3_rpre3 over intersection00.tif Running ESRGAN_x3_rpre3 over mobilehomepark96.tif Running ESRGAN_x3_rpre3 over agricultural82.tif Running ESRGAN_x3_rpre3 over beach62.tif Running ESRGAN_x3_rpre3 over beach06.tif Running ESRGAN_x3_rpre3 over parkinglot70.tif Running ESRGAN_x3_rpre3 over baseballdiamond66.tif Running ESRGAN_x3_rpre3 over airplane76.tif Running ESRGAN_x3_rpre3 over storagetanks81.tif Running ESRGAN_x3_rpre3 over river65.tif Running ESRGAN_x3_rpre3 over intersection14.tif Running ESRGAN_x3_rpre3 over intersection53.tif Running ESRGAN_x3_rpre3 over mediumresidential51.tif Running ESRGAN_x3_rpre3 over tenniscourt54.tif Running ESRGAN_x3_rpre3 over river24.tif Running ESRGAN_x3_rpre3 over runway36.tif Running ESRGAN_x3_rpre3 over mobilehomepark50.tif Running ESRGAN_x3_rpre3 over sparseresidential63.tif Running ESRGAN_x3_rpre3 over baseballdiamond50.tif Running ESRGAN_x3_rpre3 over denseresidential70.tif Running ESRGAN_x3_rpre3 over agricultural88.tif Running ESRGAN_x3_rpre3 over tenniscourt96.tif Running ESRGAN_x3_rpre3 over baseballdiamond60.tif Running ESRGAN_x3_rpre3 over airplane58.tif Running ESRGAN_x3_rpre3 over agricultural71.tif Running ESRGAN_x3_rpre3 over golfcourse86.tif Running ESRGAN_x3_rpre3 over forest82.tif Running ESRGAN_x3_rpre3 over river52.tif Running ESRGAN_x3_rpre3 over chaparral73.tif Running ESRGAN_x3_rpre3 over runway26.tif Running ESRGAN_x3_rpre3 over baseballdiamond55.tif Running ESRGAN_x3_rpre3 over storagetanks78.tif Running ESRGAN_x3_rpre3 over runway93.tif Running ESRGAN_x3_rpre3 over tenniscourt64.tif Running ESRGAN_x3_rpre3 over baseballdiamond44.tif Running ESRGAN_x3_rpre3 over parkinglot28.tif Running ESRGAN_x3_rpre3 over golfcourse37.tif Running ESRGAN_x3_rpre3 over beach89.tif Running ESRGAN_x3_rpre3 over forest42.tif Running ESRGAN_x3_rpre3 over river29.tif Running ESRGAN_x3_rpre3 over baseballdiamond06.tif Running ESRGAN_x3_rpre3 over storagetanks55.tif Running ESRGAN_x3_rpre3 over agricultural81.tif Running ESRGAN_x3_rpre3 over chaparral01.tif Running ESRGAN_x3_rpre3 over baseballdiamond78.tif Running ESRGAN_x3_rpre3 over airplane65.tif Running ESRGAN_x3_rpre3 over river13.tif Running ESRGAN_x3_rpre3 over storagetanks22.tif Running ESRGAN_x3_rpre3 over sparseresidential83.tif Running ESRGAN_x3_rpre3 over harbor33.tif Running ESRGAN_x3_rpre3 over agricultural86.tif Running ESRGAN_x3_rpre3 over airplane43.tif Running ESRGAN_x3_rpre3 over harbor63.tif Running ESRGAN_x3_rpre3 over runway76.tif Running ESRGAN_x3_rpre3 over tenniscourt22.tif Running ESRGAN_x3_rpre3 over denseresidential81.tif Running ESRGAN_x3_rpre3 over harbor45.tif Running ESRGAN_x3_rpre3 over intersection12.tif Running ESRGAN_x3_rpre3 over sparseresidential78.tif Running ESRGAN_x3_rpre3 over river62.tif Running ESRGAN_x3_rpre3 over runway94.tif Running ESRGAN_x3_rpre3 over parkinglot65.tif Running ESRGAN_x3_rpre3 over forest74.tif Running ESRGAN_x3_rpre3 over baseballdiamond63.tif Running ESRGAN_x3_rpre3 over chaparral27.tif Running ESRGAN_x3_rpre3 over tenniscourt03.tif Running ESRGAN_x3_rpre3 over mediumresidential62.tif Running ESRGAN_x3_rpre3 over parkinglot41.tif Running ESRGAN_x3_rpre3 over mobilehomepark74.tif Running ESRGAN_x3_rpre3 over tenniscourt76.tif Running ESRGAN_x3_rpre3 over chaparral06.tif Running ESRGAN_x3_rpre3 over sparseresidential16.tif Running ESRGAN_x3_rpre3 over mobilehomepark23.tif Running ESRGAN_x3_rpre3 over river60.tif Running ESRGAN_x3_rpre3 over intersection44.tif Running ESRGAN_x3_rpre3 over mediumresidential42.tif Running ESRGAN_x3_rpre3 over tenniscourt55.tif Running ESRGAN_x3_rpre3 over airplane72.tif Running ESRGAN_x3_rpre3 over runway23.tif Running ESRGAN_x3_rpre3 over denseresidential79.tif Running ESRGAN_x3_rpre3 over chaparral13.tif Running ESRGAN_x3_rpre3 over storagetanks31.tif Running ESRGAN_x3_rpre3 over river58.tif Running ESRGAN_x3_rpre3 over sparseresidential65.tif Running ESRGAN_x3_rpre3 over mobilehomepark70.tif Running ESRGAN_x3_rpre3 over beach30.tif Running ESRGAN_x3_rpre3 over mobilehomepark84.tif Running ESRGAN_x3_rpre3 over golfcourse30.tif Running ESRGAN_x3_rpre3 over mediumresidential25.tif Running ESRGAN_x3_rpre3 over chaparral79.tif Running ESRGAN_x3_rpre3 over freeway11.tif Running ESRGAN_x3_rpre3 over mediumresidential22.tif Running ESRGAN_x3_rpre3 over storagetanks97.tif Running ESRGAN_x3_rpre3 over harbor97.tif Running ESRGAN_x3_rpre3 over golfcourse93.tif Running ESRGAN_x3_rpre3 over golfcourse52.tif Running ESRGAN_x3_rpre3 over freeway12.tif Running ESRGAN_x3_rpre3 over airplane20.tif Running ESRGAN_x3_rpre3 over chaparral08.tif Running ESRGAN_x3_rpre3 over chaparral37.tif Running ESRGAN_x3_rpre3 over freeway44.tif Running ESRGAN_x3_rpre3 over runway59.tif Running ESRGAN_x3_rpre3 over harbor54.tif Running ESRGAN_x3_rpre3 over beach24.tif Running ESRGAN_x3_rpre3 over denseresidential12.tif Running ESRGAN_x3_rpre3 over intersection97.tif Running ESRGAN_x3_rpre3 over forest18.tif Running ESRGAN_x3_rpre3 over denseresidential20.tif Running ESRGAN_x3_rpre3 over sparseresidential45.tif Running ESRGAN_x3_rpre3 over sparseresidential97.tif Running ESRGAN_x3_rpre3 over forest89.tif Running ESRGAN_x3_rpre3 over tenniscourt40.tif Running ESRGAN_x3_rpre3 over tenniscourt35.tif Running ESRGAN_x3_rpre3 over golfcourse00.tif Running ESRGAN_x3_rpre3 over harbor29.tif Running ESRGAN_x3_rpre3 over baseballdiamond09.tif Running ESRGAN_x3_rpre3 over intersection64.tif Running ESRGAN_x3_rpre3 over chaparral26.tif Running ESRGAN_x3_rpre3 over airplane10.tif Running ESRGAN_x3_rpre3 over parkinglot77.tif Running ESRGAN_x3_rpre3 over freeway53.tif Running ESRGAN_x3_rpre3 over forest68.tif Running ESRGAN_x3_rpre3 over airplane33.tif Running ESRGAN_x3_rpre3 over river35.tif Running ESRGAN_x3_rpre3 over golfcourse34.tif Running ESRGAN_x3_rpre3 over harbor65.tif Running ESRGAN_x3_rpre3 over beach51.tif Running ESRGAN_x3_rpre3 over sparseresidential93.tif Running ESRGAN_x3_rpre3 over airplane45.tif Running ESRGAN_x3_rpre3 over denseresidential05.tif Running ESRGAN_x3_rpre3 over river78.tif Running ESRGAN_x3_rpre3 over parkinglot86.tif Running ESRGAN_x3_rpre3 over freeway38.tif Running ESRGAN_x3_rpre3 over mediumresidential87.tif Running ESRGAN_x3_rpre3 over parkinglot25.tif Running ESRGAN_x3_rpre3 over tenniscourt12.tif Running ESRGAN_x3_rpre3 over sparseresidential48.tif Running ESRGAN_x3_rpre3 over baseballdiamond16.tif Running ESRGAN_x3_rpre3 over river74.tif Running ESRGAN_x3_rpre3 over denseresidential64.tif Running ESRGAN_x3_rpre3 over denseresidential58.tif Running ESRGAN_x3_rpre3 over denseresidential83.tif Running ESRGAN_x3_rpre3 over sparseresidential02.tif Running ESRGAN_x3_rpre3 over harbor74.tif Running ESRGAN_x3_rpre3 over beach19.tif Running ESRGAN_x3_rpre3 over runway24.tif Running ESRGAN_x3_rpre3 over airplane06.tif Running ESRGAN_x3_rpre3 over mobilehomepark12.tif Running ESRGAN_x3_rpre3 over chaparral95.tif Running ESRGAN_x3_rpre3 over mobilehomepark65.tif Running ESRGAN_x3_rpre3 over sparseresidential92.tif Running ESRGAN_x3_rpre3 over agricultural61.tif Running ESRGAN_x3_rpre3 over airplane83.tif Running ESRGAN_x3_rpre3 over freeway46.tif Running ESRGAN_x3_rpre3 over forest46.tif Running ESRGAN_x3_rpre3 over harbor25.tif Running ESRGAN_x3_rpre3 over sparseresidential73.tif Running ESRGAN_x3_rpre3 over airplane04.tif Running ESRGAN_x3_rpre3 over storagetanks34.tif Running ESRGAN_x3_rpre3 over runway57.tif Running ESRGAN_x3_rpre3 over harbor92.tif Running ESRGAN_x3_rpre3 over airplane73.tif Running ESRGAN_x3_rpre3 over parkinglot07.tif Running ESRGAN_x3_rpre3 over parkinglot04.tif Running ESRGAN_x3_rpre3 over storagetanks10.tif Running ESRGAN_x3_rpre3 over runway47.tif Running ESRGAN_x3_rpre3 over chaparral14.tif Running ESRGAN_x3_rpre3 over tenniscourt05.tif Running ESRGAN_x3_rpre3 over runway20.tif Running ESRGAN_x3_rpre3 over runway83.tif Running ESRGAN_x3_rpre3 over golfcourse74.tif Running ESRGAN_x3_rpre3 over golfcourse62.tif Running ESRGAN_x3_rpre3 over freeway59.tif Running ESRGAN_x3_rpre3 over chaparral88.tif Running ESRGAN_x3_rpre3 over river57.tif Running ESRGAN_x3_rpre3 over agricultural20.tif Running ESRGAN_x3_rpre3 over river49.tif Running ESRGAN_x3_rpre3 over intersection18.tif Running ESRGAN_x3_rpre3 over mobilehomepark94.tif Running ESRGAN_x3_rpre3 over forest11.tif Running ESRGAN_x3_rpre3 over agricultural35.tif Running ESRGAN_x3_rpre3 over harbor04.tif Running ESRGAN_x3_rpre3 over baseballdiamond34.tif Running ESRGAN_x3_rpre3 over agricultural45.tif Running ESRGAN_x3_rpre3 over intersection57.tif Running ESRGAN_x3_rpre3 over airplane15.tif Running ESRGAN_x3_rpre3 over golfcourse21.tif Running ESRGAN_x3_rpre3 over mediumresidential47.tif Running ESRGAN_x3_rpre3 over agricultural84.tif Running ESRGAN_x3_rpre3 over mobilehomepark17.tif Running ESRGAN_x3_rpre3 over intersection59.tif Running ESRGAN_x3_rpre3 over denseresidential54.tif Running ESRGAN_x3_rpre3 over intersection50.tif Running ESRGAN_x3_rpre3 over chaparral15.tif Running ESRGAN_x3_rpre3 over sparseresidential61.tif Running ESRGAN_x3_rpre3 over beach45.tif Running ESRGAN_x3_rpre3 over agricultural38.tif Running ESRGAN_x3_rpre3 over beach99.tif Running ESRGAN_x3_rpre3 over chaparral86.tif Running ESRGAN_x3_rpre3 over golfcourse55.tif Running ESRGAN_x3_rpre3 over freeway07.tif Running ESRGAN_x3_rpre3 over beach67.tif Running ESRGAN_x3_rpre3 over sparseresidential41.tif Running ESRGAN_x3_rpre3 over freeway08.tif Running ESRGAN_x3_rpre3 over mobilehomepark47.tif Running ESRGAN_x3_rpre3 over mediumresidential05.tif Running ESRGAN_x3_rpre3 over parkinglot10.tif Running ESRGAN_x3_rpre3 over mobilehomepark76.tif Running ESRGAN_x3_rpre3 over mediumresidential02.tif Running ESRGAN_x3_rpre3 over beach42.tif Running ESRGAN_x3_rpre3 over runway62.tif Running ESRGAN_x3_rpre3 over sparseresidential70.tif Running ESRGAN_x3_rpre3 over river90.tif Running ESRGAN_x3_rpre3 over freeway49.tif Running ESRGAN_x3_rpre3 over forest84.tif Running ESRGAN_x3_rpre3 over storagetanks83.tif Running ESRGAN_x3_rpre3 over mediumresidential08.tif Running ESRGAN_x3_rpre3 over forest80.tif Running ESRGAN_x3_rpre3 over harbor07.tif Running ESRGAN_x3_rpre3 over baseballdiamond97.tif Running ESRGAN_x3_rpre3 over tenniscourt23.tif Running ESRGAN_x3_rpre3 over parkinglot85.tif Running ESRGAN_x3_rpre3 over denseresidential74.tif Running ESRGAN_x3_rpre3 over mobilehomepark57.tif Running ESRGAN_x3_rpre3 over parkinglot76.tif Running ESRGAN_x3_rpre3 over river83.tif Running ESRGAN_x3_rpre3 over denseresidential07.tif Running ESRGAN_x3_rpre3 over beach21.tif Running ESRGAN_x3_rpre3 over storagetanks49.tif Running ESRGAN_x3_rpre3 over intersection21.tif Running ESRGAN_x3_rpre3 over golfcourse97.tif Running ESRGAN_x3_rpre3 over runway63.tif Running ESRGAN_x3_rpre3 over baseballdiamond79.tif Running ESRGAN_x3_rpre3 over mediumresidential17.tif Running ESRGAN_x3_rpre3 over parkinglot48.tif Running ESRGAN_x3_rpre3 over mediumresidential30.tif Running ESRGAN_x3_rpre3 over chaparral56.tif Running ESRGAN_x3_rpre3 over tenniscourt49.tif Running ESRGAN_x3_rpre3 over forest69.tif Running ESRGAN_x3_rpre3 over sparseresidential69.tif Running ESRGAN_x3_rpre3 over chaparral38.tif Running ESRGAN_x3_rpre3 over airplane57.tif Running ESRGAN_x3_rpre3 over forest85.tif Running ESRGAN_x3_rpre3 over denseresidential01.tif Running ESRGAN_x3_rpre3 over denseresidential59.tif Running ESRGAN_x3_rpre3 over beach87.tif Running ESRGAN_x3_rpre3 over mediumresidential63.tif Running ESRGAN_x3_rpre3 over beach37.tif Running ESRGAN_x3_rpre3 over river67.tif Running ESRGAN_x3_rpre3 over freeway36.tif Running ESRGAN_x3_rpre3 over baseballdiamond62.tif Running ESRGAN_x3_rpre3 over intersection73.tif Running ESRGAN_x3_rpre3 over chaparral91.tif Running ESRGAN_x3_rpre3 over intersection33.tif Running ESRGAN_x3_rpre3 over parkinglot46.tif Running ESRGAN_x3_rpre3 over river93.tif Running ESRGAN_x3_rpre3 over airplane81.tif Running ESRGAN_x3_rpre3 over forest92.tif Running ESRGAN_x3_rpre3 over tenniscourt36.tif Running ESRGAN_x3_rpre3 over baseballdiamond69.tif Running ESRGAN_x3_rpre3 over sparseresidential06.tif Running ESRGAN_x3_rpre3 over forest65.tif Running ESRGAN_x3_rpre3 over mobilehomepark42.tif Running ESRGAN_x3_rpre3 over mediumresidential97.tif Running ESRGAN_x3_rpre3 over intersection93.tif Running ESRGAN_x3_rpre3 over golfcourse10.tif Running ESRGAN_x3_rpre3 over agricultural66.tif Running ESRGAN_x3_rpre3 over forest79.tif Running ESRGAN_x3_rpre3 over denseresidential06.tif Running ESRGAN_x3_rpre3 over runway66.tif Running ESRGAN_x3_rpre3 over agricultural16.tif Running ESRGAN_x3_rpre3 over baseballdiamond46.tif Running ESRGAN_x3_rpre3 over baseballdiamond01.tif Running ESRGAN_x3_rpre3 over airplane19.tif Running ESRGAN_x3_rpre3 over freeway10.tif Running ESRGAN_x3_rpre3 over storagetanks30.tif Running ESRGAN_x3_rpre3 over storagetanks73.tif Running ESRGAN_x3_rpre3 over airplane61.tif Running ESRGAN_x3_rpre3 over beach00.tif Running ESRGAN_x3_rpre3 over freeway33.tif Running ESRGAN_x3_rpre3 over harbor08.tif Running ESRGAN_x3_rpre3 over storagetanks28.tif Running ESRGAN_x3_rpre3 over golfcourse28.tif Running ESRGAN_x3_rpre3 over baseballdiamond37.tif Running ESRGAN_x3_rpre3 over golfcourse38.tif Done. python sr.py --trainds ./Data/test-ds#ESRGAN_x3_rpre3 --outputpath /tmp/tmpy5_kdvt8 --valds ./Data/test-ds#ESRGAN_x3_rpre3 ****** IQF subprocess --stdout-- ********* ****** IQF subprocess --stderr-- ********* CAR_x3_rpre3 For each image file in <./Data/test-ds/test>... Running CAR_x3_rpre3 over sparseresidential20.tif Running CAR_x3_rpre3 over freeway48.tif Running CAR_x3_rpre3 over storagetanks38.tif Running CAR_x3_rpre3 over tenniscourt47.tif Running CAR_x3_rpre3 over storagetanks98.tif Running CAR_x3_rpre3 over tenniscourt98.tif Running CAR_x3_rpre3 over forest16.tif Running CAR_x3_rpre3 over tenniscourt39.tif Running CAR_x3_rpre3 over harbor59.tif Running CAR_x3_rpre3 over river11.tif Running CAR_x3_rpre3 over golfcourse76.tif Running CAR_x3_rpre3 over mobilehomepark51.tif Running CAR_x3_rpre3 over mediumresidential61.tif Running CAR_x3_rpre3 over agricultural89.tif Running CAR_x3_rpre3 over baseballdiamond71.tif Running CAR_x3_rpre3 over mediumresidential37.tif Running CAR_x3_rpre3 over parkinglot73.tif Running CAR_x3_rpre3 over harbor43.tif Running CAR_x3_rpre3 over runway71.tif Running CAR_x3_rpre3 over intersection77.tif Running CAR_x3_rpre3 over beach90.tif Running CAR_x3_rpre3 over sparseresidential72.tif Running CAR_x3_rpre3 over parkinglot55.tif Running CAR_x3_rpre3 over tenniscourt93.tif Running CAR_x3_rpre3 over beach27.tif Running CAR_x3_rpre3 over mediumresidential67.tif Running CAR_x3_rpre3 over freeway66.tif Running CAR_x3_rpre3 over airplane94.tif Running CAR_x3_rpre3 over agricultural90.tif Running CAR_x3_rpre3 over runway75.tif Running CAR_x3_rpre3 over runway40.tif Running CAR_x3_rpre3 over freeway04.tif Running CAR_x3_rpre3 over mobilehomepark14.tif Running CAR_x3_rpre3 over intersection87.tif Running CAR_x3_rpre3 over agricultural55.tif Running CAR_x3_rpre3 over airplane30.tif Running CAR_x3_rpre3 over tenniscourt66.tif Running CAR_x3_rpre3 over freeway97.tif Running CAR_x3_rpre3 over chaparral18.tif Running CAR_x3_rpre3 over chaparral64.tif Running CAR_x3_rpre3 over storagetanks41.tif Running CAR_x3_rpre3 over beach79.tif Running CAR_x3_rpre3 over storagetanks71.tif Running CAR_x3_rpre3 over denseresidential26.tif Running CAR_x3_rpre3 over forest19.tif Running CAR_x3_rpre3 over mediumresidential76.tif Running CAR_x3_rpre3 over intersection26.tif Running CAR_x3_rpre3 over agricultural04.tif Running CAR_x3_rpre3 over tenniscourt50.tif Running CAR_x3_rpre3 over agricultural23.tif Running CAR_x3_rpre3 over sparseresidential25.tif Running CAR_x3_rpre3 over denseresidential99.tif Running CAR_x3_rpre3 over golfcourse42.tif Running CAR_x3_rpre3 over intersection70.tif Running CAR_x3_rpre3 over beach43.tif Running CAR_x3_rpre3 over river51.tif Running CAR_x3_rpre3 over mediumresidential52.tif Running CAR_x3_rpre3 over parkinglot24.tif Running CAR_x3_rpre3 over denseresidential96.tif Running CAR_x3_rpre3 over chaparral60.tif Running CAR_x3_rpre3 over denseresidential92.tif Running CAR_x3_rpre3 over mobilehomepark69.tif Running CAR_x3_rpre3 over agricultural40.tif Running CAR_x3_rpre3 over mobilehomepark75.tif Running CAR_x3_rpre3 over golfcourse20.tif Running CAR_x3_rpre3 over mobilehomepark00.tif Running CAR_x3_rpre3 over mobilehomepark20.tif Running CAR_x3_rpre3 over golfcourse15.tif Running CAR_x3_rpre3 over runway27.tif Running CAR_x3_rpre3 over forest20.tif Running CAR_x3_rpre3 over beach68.tif Running CAR_x3_rpre3 over harbor02.tif Running CAR_x3_rpre3 over parkinglot12.tif Running CAR_x3_rpre3 over storagetanks61.tif Running CAR_x3_rpre3 over harbor01.tif Running CAR_x3_rpre3 over forest01.tif Running CAR_x3_rpre3 over storagetanks67.tif Running CAR_x3_rpre3 over baseballdiamond40.tif Running CAR_x3_rpre3 over river66.tif Running CAR_x3_rpre3 over freeway28.tif Running CAR_x3_rpre3 over freeway05.tif Running CAR_x3_rpre3 over harbor40.tif Running CAR_x3_rpre3 over runway08.tif Running CAR_x3_rpre3 over parkinglot01.tif Running CAR_x3_rpre3 over storagetanks02.tif Running CAR_x3_rpre3 over parkinglot59.tif Running CAR_x3_rpre3 over mediumresidential57.tif Running CAR_x3_rpre3 over agricultural41.tif Running CAR_x3_rpre3 over forest08.tif Running CAR_x3_rpre3 over harbor58.tif Running CAR_x3_rpre3 over golfcourse31.tif Running CAR_x3_rpre3 over denseresidential28.tif Running CAR_x3_rpre3 over harbor46.tif Running CAR_x3_rpre3 over freeway47.tif Running CAR_x3_rpre3 over intersection94.tif Running CAR_x3_rpre3 over intersection00.tif Running CAR_x3_rpre3 over mobilehomepark96.tif Running CAR_x3_rpre3 over agricultural82.tif Running CAR_x3_rpre3 over beach62.tif Running CAR_x3_rpre3 over beach06.tif Running CAR_x3_rpre3 over parkinglot70.tif Running CAR_x3_rpre3 over baseballdiamond66.tif Running CAR_x3_rpre3 over airplane76.tif Running CAR_x3_rpre3 over storagetanks81.tif Running CAR_x3_rpre3 over river65.tif Running CAR_x3_rpre3 over intersection14.tif Running CAR_x3_rpre3 over intersection53.tif Running CAR_x3_rpre3 over mediumresidential51.tif Running CAR_x3_rpre3 over tenniscourt54.tif Running CAR_x3_rpre3 over river24.tif Running CAR_x3_rpre3 over runway36.tif Running CAR_x3_rpre3 over mobilehomepark50.tif Running CAR_x3_rpre3 over sparseresidential63.tif Running CAR_x3_rpre3 over baseballdiamond50.tif Running CAR_x3_rpre3 over denseresidential70.tif Running CAR_x3_rpre3 over agricultural88.tif Running CAR_x3_rpre3 over tenniscourt96.tif Running CAR_x3_rpre3 over baseballdiamond60.tif Running CAR_x3_rpre3 over airplane58.tif Running CAR_x3_rpre3 over agricultural71.tif Running CAR_x3_rpre3 over golfcourse86.tif Running CAR_x3_rpre3 over forest82.tif Running CAR_x3_rpre3 over river52.tif Running CAR_x3_rpre3 over chaparral73.tif Running CAR_x3_rpre3 over runway26.tif Running CAR_x3_rpre3 over baseballdiamond55.tif Running CAR_x3_rpre3 over storagetanks78.tif Running CAR_x3_rpre3 over runway93.tif Running CAR_x3_rpre3 over tenniscourt64.tif Running CAR_x3_rpre3 over baseballdiamond44.tif Running CAR_x3_rpre3 over parkinglot28.tif Running CAR_x3_rpre3 over golfcourse37.tif Running CAR_x3_rpre3 over beach89.tif Running CAR_x3_rpre3 over forest42.tif Running CAR_x3_rpre3 over river29.tif Running CAR_x3_rpre3 over baseballdiamond06.tif Running CAR_x3_rpre3 over storagetanks55.tif Running CAR_x3_rpre3 over agricultural81.tif Running CAR_x3_rpre3 over chaparral01.tif Running CAR_x3_rpre3 over baseballdiamond78.tif Running CAR_x3_rpre3 over airplane65.tif Running CAR_x3_rpre3 over river13.tif Running CAR_x3_rpre3 over storagetanks22.tif Running CAR_x3_rpre3 over sparseresidential83.tif Running CAR_x3_rpre3 over harbor33.tif Running CAR_x3_rpre3 over agricultural86.tif Running CAR_x3_rpre3 over airplane43.tif Running CAR_x3_rpre3 over harbor63.tif Running CAR_x3_rpre3 over runway76.tif Running CAR_x3_rpre3 over tenniscourt22.tif Running CAR_x3_rpre3 over denseresidential81.tif Running CAR_x3_rpre3 over harbor45.tif Running CAR_x3_rpre3 over intersection12.tif Running CAR_x3_rpre3 over sparseresidential78.tif Running CAR_x3_rpre3 over river62.tif Running CAR_x3_rpre3 over runway94.tif Running CAR_x3_rpre3 over parkinglot65.tif Running CAR_x3_rpre3 over forest74.tif Running CAR_x3_rpre3 over baseballdiamond63.tif Running CAR_x3_rpre3 over chaparral27.tif Running CAR_x3_rpre3 over tenniscourt03.tif Running CAR_x3_rpre3 over mediumresidential62.tif Running CAR_x3_rpre3 over parkinglot41.tif Running CAR_x3_rpre3 over mobilehomepark74.tif Running CAR_x3_rpre3 over tenniscourt76.tif Running CAR_x3_rpre3 over chaparral06.tif Running CAR_x3_rpre3 over sparseresidential16.tif Running CAR_x3_rpre3 over mobilehomepark23.tif Running CAR_x3_rpre3 over river60.tif Running CAR_x3_rpre3 over intersection44.tif Running CAR_x3_rpre3 over mediumresidential42.tif Running CAR_x3_rpre3 over tenniscourt55.tif Running CAR_x3_rpre3 over airplane72.tif Running CAR_x3_rpre3 over runway23.tif Running CAR_x3_rpre3 over denseresidential79.tif Running CAR_x3_rpre3 over chaparral13.tif Running CAR_x3_rpre3 over storagetanks31.tif Running CAR_x3_rpre3 over river58.tif Running CAR_x3_rpre3 over sparseresidential65.tif Running CAR_x3_rpre3 over mobilehomepark70.tif Running CAR_x3_rpre3 over beach30.tif Running CAR_x3_rpre3 over mobilehomepark84.tif Running CAR_x3_rpre3 over golfcourse30.tif Running CAR_x3_rpre3 over mediumresidential25.tif Running CAR_x3_rpre3 over chaparral79.tif Running CAR_x3_rpre3 over freeway11.tif Running CAR_x3_rpre3 over mediumresidential22.tif Running CAR_x3_rpre3 over storagetanks97.tif Running CAR_x3_rpre3 over harbor97.tif Running CAR_x3_rpre3 over golfcourse93.tif Running CAR_x3_rpre3 over golfcourse52.tif Running CAR_x3_rpre3 over freeway12.tif Running CAR_x3_rpre3 over airplane20.tif Running CAR_x3_rpre3 over chaparral08.tif Running CAR_x3_rpre3 over chaparral37.tif Running CAR_x3_rpre3 over freeway44.tif Running CAR_x3_rpre3 over runway59.tif Running CAR_x3_rpre3 over harbor54.tif Running CAR_x3_rpre3 over beach24.tif Running CAR_x3_rpre3 over denseresidential12.tif Running CAR_x3_rpre3 over intersection97.tif Running CAR_x3_rpre3 over forest18.tif Running CAR_x3_rpre3 over denseresidential20.tif Running CAR_x3_rpre3 over sparseresidential45.tif Running CAR_x3_rpre3 over sparseresidential97.tif Running CAR_x3_rpre3 over forest89.tif Running CAR_x3_rpre3 over tenniscourt40.tif Running CAR_x3_rpre3 over tenniscourt35.tif Running CAR_x3_rpre3 over golfcourse00.tif Running CAR_x3_rpre3 over harbor29.tif Running CAR_x3_rpre3 over baseballdiamond09.tif Running CAR_x3_rpre3 over intersection64.tif Running CAR_x3_rpre3 over chaparral26.tif Running CAR_x3_rpre3 over airplane10.tif Running CAR_x3_rpre3 over parkinglot77.tif Running CAR_x3_rpre3 over freeway53.tif Running CAR_x3_rpre3 over forest68.tif Running CAR_x3_rpre3 over airplane33.tif Running CAR_x3_rpre3 over river35.tif Running CAR_x3_rpre3 over golfcourse34.tif Running CAR_x3_rpre3 over harbor65.tif Running CAR_x3_rpre3 over beach51.tif Running CAR_x3_rpre3 over sparseresidential93.tif Running CAR_x3_rpre3 over airplane45.tif Running CAR_x3_rpre3 over denseresidential05.tif Running CAR_x3_rpre3 over river78.tif Running CAR_x3_rpre3 over parkinglot86.tif Running CAR_x3_rpre3 over freeway38.tif Running CAR_x3_rpre3 over mediumresidential87.tif Running CAR_x3_rpre3 over parkinglot25.tif Running CAR_x3_rpre3 over tenniscourt12.tif Running CAR_x3_rpre3 over sparseresidential48.tif Running CAR_x3_rpre3 over baseballdiamond16.tif Running CAR_x3_rpre3 over river74.tif Running CAR_x3_rpre3 over denseresidential64.tif Running CAR_x3_rpre3 over denseresidential58.tif Running CAR_x3_rpre3 over denseresidential83.tif Running CAR_x3_rpre3 over sparseresidential02.tif Running CAR_x3_rpre3 over harbor74.tif Running CAR_x3_rpre3 over beach19.tif Running CAR_x3_rpre3 over runway24.tif Running CAR_x3_rpre3 over airplane06.tif Running CAR_x3_rpre3 over mobilehomepark12.tif Running CAR_x3_rpre3 over chaparral95.tif Running CAR_x3_rpre3 over mobilehomepark65.tif Running CAR_x3_rpre3 over sparseresidential92.tif Running CAR_x3_rpre3 over agricultural61.tif Running CAR_x3_rpre3 over airplane83.tif Running CAR_x3_rpre3 over freeway46.tif Running CAR_x3_rpre3 over forest46.tif Running CAR_x3_rpre3 over harbor25.tif Running CAR_x3_rpre3 over sparseresidential73.tif Running CAR_x3_rpre3 over airplane04.tif Running CAR_x3_rpre3 over storagetanks34.tif Running CAR_x3_rpre3 over runway57.tif Running CAR_x3_rpre3 over harbor92.tif Running CAR_x3_rpre3 over airplane73.tif Running CAR_x3_rpre3 over parkinglot07.tif Running CAR_x3_rpre3 over parkinglot04.tif Running CAR_x3_rpre3 over storagetanks10.tif Running CAR_x3_rpre3 over runway47.tif Running CAR_x3_rpre3 over chaparral14.tif Running CAR_x3_rpre3 over tenniscourt05.tif Running CAR_x3_rpre3 over runway20.tif Running CAR_x3_rpre3 over runway83.tif Running CAR_x3_rpre3 over golfcourse74.tif Running CAR_x3_rpre3 over golfcourse62.tif Running CAR_x3_rpre3 over freeway59.tif Running CAR_x3_rpre3 over chaparral88.tif Running CAR_x3_rpre3 over river57.tif Running CAR_x3_rpre3 over agricultural20.tif Running CAR_x3_rpre3 over river49.tif Running CAR_x3_rpre3 over intersection18.tif Running CAR_x3_rpre3 over mobilehomepark94.tif Running CAR_x3_rpre3 over forest11.tif Running CAR_x3_rpre3 over agricultural35.tif Running CAR_x3_rpre3 over harbor04.tif Running CAR_x3_rpre3 over baseballdiamond34.tif Running CAR_x3_rpre3 over agricultural45.tif Running CAR_x3_rpre3 over intersection57.tif Running CAR_x3_rpre3 over airplane15.tif Running CAR_x3_rpre3 over golfcourse21.tif Running CAR_x3_rpre3 over mediumresidential47.tif Running CAR_x3_rpre3 over agricultural84.tif Running CAR_x3_rpre3 over mobilehomepark17.tif Running CAR_x3_rpre3 over intersection59.tif Running CAR_x3_rpre3 over denseresidential54.tif Running CAR_x3_rpre3 over intersection50.tif Running CAR_x3_rpre3 over chaparral15.tif Running CAR_x3_rpre3 over sparseresidential61.tif Running CAR_x3_rpre3 over beach45.tif Running CAR_x3_rpre3 over agricultural38.tif Running CAR_x3_rpre3 over beach99.tif Running CAR_x3_rpre3 over chaparral86.tif Running CAR_x3_rpre3 over golfcourse55.tif Running CAR_x3_rpre3 over freeway07.tif Running CAR_x3_rpre3 over beach67.tif Running CAR_x3_rpre3 over sparseresidential41.tif Running CAR_x3_rpre3 over freeway08.tif Running CAR_x3_rpre3 over mobilehomepark47.tif Running CAR_x3_rpre3 over mediumresidential05.tif Running CAR_x3_rpre3 over parkinglot10.tif Running CAR_x3_rpre3 over mobilehomepark76.tif Running CAR_x3_rpre3 over mediumresidential02.tif Running CAR_x3_rpre3 over beach42.tif Running CAR_x3_rpre3 over runway62.tif Running CAR_x3_rpre3 over sparseresidential70.tif Running CAR_x3_rpre3 over river90.tif Running CAR_x3_rpre3 over freeway49.tif Running CAR_x3_rpre3 over forest84.tif Running CAR_x3_rpre3 over storagetanks83.tif Running CAR_x3_rpre3 over mediumresidential08.tif Running CAR_x3_rpre3 over forest80.tif Running CAR_x3_rpre3 over harbor07.tif Running CAR_x3_rpre3 over baseballdiamond97.tif Running CAR_x3_rpre3 over tenniscourt23.tif Running CAR_x3_rpre3 over parkinglot85.tif Running CAR_x3_rpre3 over denseresidential74.tif Running CAR_x3_rpre3 over mobilehomepark57.tif Running CAR_x3_rpre3 over parkinglot76.tif Running CAR_x3_rpre3 over river83.tif Running CAR_x3_rpre3 over denseresidential07.tif Running CAR_x3_rpre3 over beach21.tif Running CAR_x3_rpre3 over storagetanks49.tif Running CAR_x3_rpre3 over intersection21.tif Running CAR_x3_rpre3 over golfcourse97.tif Running CAR_x3_rpre3 over runway63.tif Running CAR_x3_rpre3 over baseballdiamond79.tif Running CAR_x3_rpre3 over mediumresidential17.tif Running CAR_x3_rpre3 over parkinglot48.tif Running CAR_x3_rpre3 over mediumresidential30.tif Running CAR_x3_rpre3 over chaparral56.tif Running CAR_x3_rpre3 over tenniscourt49.tif Running CAR_x3_rpre3 over forest69.tif Running CAR_x3_rpre3 over sparseresidential69.tif Running CAR_x3_rpre3 over chaparral38.tif Running CAR_x3_rpre3 over airplane57.tif Running CAR_x3_rpre3 over forest85.tif Running CAR_x3_rpre3 over denseresidential01.tif Running CAR_x3_rpre3 over denseresidential59.tif Running CAR_x3_rpre3 over beach87.tif Running CAR_x3_rpre3 over mediumresidential63.tif Running CAR_x3_rpre3 over beach37.tif Running CAR_x3_rpre3 over river67.tif Running CAR_x3_rpre3 over freeway36.tif Running CAR_x3_rpre3 over baseballdiamond62.tif Running CAR_x3_rpre3 over intersection73.tif Running CAR_x3_rpre3 over chaparral91.tif Running CAR_x3_rpre3 over intersection33.tif Running CAR_x3_rpre3 over parkinglot46.tif Running CAR_x3_rpre3 over river93.tif Running CAR_x3_rpre3 over airplane81.tif Running CAR_x3_rpre3 over forest92.tif Running CAR_x3_rpre3 over tenniscourt36.tif Running CAR_x3_rpre3 over baseballdiamond69.tif Running CAR_x3_rpre3 over sparseresidential06.tif Running CAR_x3_rpre3 over forest65.tif Running CAR_x3_rpre3 over mobilehomepark42.tif Running CAR_x3_rpre3 over mediumresidential97.tif Running CAR_x3_rpre3 over intersection93.tif Running CAR_x3_rpre3 over golfcourse10.tif Running CAR_x3_rpre3 over agricultural66.tif Running CAR_x3_rpre3 over forest79.tif Running CAR_x3_rpre3 over denseresidential06.tif Running CAR_x3_rpre3 over runway66.tif Running CAR_x3_rpre3 over agricultural16.tif Running CAR_x3_rpre3 over baseballdiamond46.tif Running CAR_x3_rpre3 over baseballdiamond01.tif Running CAR_x3_rpre3 over airplane19.tif Running CAR_x3_rpre3 over freeway10.tif Running CAR_x3_rpre3 over storagetanks30.tif Running CAR_x3_rpre3 over storagetanks73.tif Running CAR_x3_rpre3 over airplane61.tif Running CAR_x3_rpre3 over beach00.tif Running CAR_x3_rpre3 over freeway33.tif Running CAR_x3_rpre3 over harbor08.tif Running CAR_x3_rpre3 over storagetanks28.tif Running CAR_x3_rpre3 over golfcourse28.tif Running CAR_x3_rpre3 over baseballdiamond37.tif Running CAR_x3_rpre3 over golfcourse38.tif CAR_x3_rpre3 For each image file in <./Data/test-ds/test>... Running CAR_x3_rpre3 over sparseresidential20.tif Running CAR_x3_rpre3 over freeway48.tif Running CAR_x3_rpre3 over storagetanks38.tif Running CAR_x3_rpre3 over tenniscourt47.tif Running CAR_x3_rpre3 over storagetanks98.tif Running CAR_x3_rpre3 over tenniscourt98.tif Running CAR_x3_rpre3 over forest16.tif Running CAR_x3_rpre3 over tenniscourt39.tif Running CAR_x3_rpre3 over harbor59.tif Running CAR_x3_rpre3 over river11.tif Running CAR_x3_rpre3 over golfcourse76.tif Running CAR_x3_rpre3 over mobilehomepark51.tif Running CAR_x3_rpre3 over mediumresidential61.tif Running CAR_x3_rpre3 over agricultural89.tif Running CAR_x3_rpre3 over baseballdiamond71.tif Running CAR_x3_rpre3 over mediumresidential37.tif Running CAR_x3_rpre3 over parkinglot73.tif Running CAR_x3_rpre3 over harbor43.tif Running CAR_x3_rpre3 over runway71.tif Running CAR_x3_rpre3 over intersection77.tif Running CAR_x3_rpre3 over beach90.tif Running CAR_x3_rpre3 over sparseresidential72.tif Running CAR_x3_rpre3 over parkinglot55.tif Running CAR_x3_rpre3 over tenniscourt93.tif Running CAR_x3_rpre3 over beach27.tif Running CAR_x3_rpre3 over mediumresidential67.tif Running CAR_x3_rpre3 over freeway66.tif Running CAR_x3_rpre3 over airplane94.tif Running CAR_x3_rpre3 over agricultural90.tif Running CAR_x3_rpre3 over runway75.tif Running CAR_x3_rpre3 over runway40.tif Running CAR_x3_rpre3 over freeway04.tif Running CAR_x3_rpre3 over mobilehomepark14.tif Running CAR_x3_rpre3 over intersection87.tif Running CAR_x3_rpre3 over agricultural55.tif Running CAR_x3_rpre3 over airplane30.tif Running CAR_x3_rpre3 over tenniscourt66.tif Running CAR_x3_rpre3 over freeway97.tif Running CAR_x3_rpre3 over chaparral18.tif Running CAR_x3_rpre3 over chaparral64.tif Running CAR_x3_rpre3 over storagetanks41.tif Running CAR_x3_rpre3 over beach79.tif Running CAR_x3_rpre3 over storagetanks71.tif Running CAR_x3_rpre3 over denseresidential26.tif Running CAR_x3_rpre3 over forest19.tif Running CAR_x3_rpre3 over mediumresidential76.tif Running CAR_x3_rpre3 over intersection26.tif Running CAR_x3_rpre3 over agricultural04.tif Running CAR_x3_rpre3 over tenniscourt50.tif Running CAR_x3_rpre3 over agricultural23.tif Running CAR_x3_rpre3 over sparseresidential25.tif Running CAR_x3_rpre3 over denseresidential99.tif Running CAR_x3_rpre3 over golfcourse42.tif Running CAR_x3_rpre3 over intersection70.tif Running CAR_x3_rpre3 over beach43.tif Running CAR_x3_rpre3 over river51.tif Running CAR_x3_rpre3 over mediumresidential52.tif Running CAR_x3_rpre3 over parkinglot24.tif Running CAR_x3_rpre3 over denseresidential96.tif Running CAR_x3_rpre3 over chaparral60.tif Running CAR_x3_rpre3 over denseresidential92.tif Running CAR_x3_rpre3 over mobilehomepark69.tif Running CAR_x3_rpre3 over agricultural40.tif Running CAR_x3_rpre3 over mobilehomepark75.tif Running CAR_x3_rpre3 over golfcourse20.tif Running CAR_x3_rpre3 over mobilehomepark00.tif Running CAR_x3_rpre3 over mobilehomepark20.tif Running CAR_x3_rpre3 over golfcourse15.tif Running CAR_x3_rpre3 over runway27.tif Running CAR_x3_rpre3 over forest20.tif Running CAR_x3_rpre3 over beach68.tif Running CAR_x3_rpre3 over harbor02.tif Running CAR_x3_rpre3 over parkinglot12.tif Running CAR_x3_rpre3 over storagetanks61.tif Running CAR_x3_rpre3 over harbor01.tif Running CAR_x3_rpre3 over forest01.tif Running CAR_x3_rpre3 over storagetanks67.tif Running CAR_x3_rpre3 over baseballdiamond40.tif Running CAR_x3_rpre3 over river66.tif Running CAR_x3_rpre3 over freeway28.tif Running CAR_x3_rpre3 over freeway05.tif Running CAR_x3_rpre3 over harbor40.tif Running CAR_x3_rpre3 over runway08.tif Running CAR_x3_rpre3 over parkinglot01.tif Running CAR_x3_rpre3 over storagetanks02.tif Running CAR_x3_rpre3 over parkinglot59.tif Running CAR_x3_rpre3 over mediumresidential57.tif Running CAR_x3_rpre3 over agricultural41.tif Running CAR_x3_rpre3 over forest08.tif Running CAR_x3_rpre3 over harbor58.tif Running CAR_x3_rpre3 over golfcourse31.tif Running CAR_x3_rpre3 over denseresidential28.tif Running CAR_x3_rpre3 over harbor46.tif Running CAR_x3_rpre3 over freeway47.tif Running CAR_x3_rpre3 over intersection94.tif Running CAR_x3_rpre3 over intersection00.tif Running CAR_x3_rpre3 over mobilehomepark96.tif Running CAR_x3_rpre3 over agricultural82.tif Running CAR_x3_rpre3 over beach62.tif Running CAR_x3_rpre3 over beach06.tif Running CAR_x3_rpre3 over parkinglot70.tif Running CAR_x3_rpre3 over baseballdiamond66.tif Running CAR_x3_rpre3 over airplane76.tif Running CAR_x3_rpre3 over storagetanks81.tif Running CAR_x3_rpre3 over river65.tif Running CAR_x3_rpre3 over intersection14.tif Running CAR_x3_rpre3 over intersection53.tif Running CAR_x3_rpre3 over mediumresidential51.tif Running CAR_x3_rpre3 over tenniscourt54.tif Running CAR_x3_rpre3 over river24.tif Running CAR_x3_rpre3 over runway36.tif Running CAR_x3_rpre3 over mobilehomepark50.tif Running CAR_x3_rpre3 over sparseresidential63.tif Running CAR_x3_rpre3 over baseballdiamond50.tif Running CAR_x3_rpre3 over denseresidential70.tif Running CAR_x3_rpre3 over agricultural88.tif Running CAR_x3_rpre3 over tenniscourt96.tif Running CAR_x3_rpre3 over baseballdiamond60.tif Running CAR_x3_rpre3 over airplane58.tif Running CAR_x3_rpre3 over agricultural71.tif Running CAR_x3_rpre3 over golfcourse86.tif Running CAR_x3_rpre3 over forest82.tif Running CAR_x3_rpre3 over river52.tif Running CAR_x3_rpre3 over chaparral73.tif Running CAR_x3_rpre3 over runway26.tif Running CAR_x3_rpre3 over baseballdiamond55.tif Running CAR_x3_rpre3 over storagetanks78.tif Running CAR_x3_rpre3 over runway93.tif Running CAR_x3_rpre3 over tenniscourt64.tif Running CAR_x3_rpre3 over baseballdiamond44.tif Running CAR_x3_rpre3 over parkinglot28.tif Running CAR_x3_rpre3 over golfcourse37.tif Running CAR_x3_rpre3 over beach89.tif Running CAR_x3_rpre3 over forest42.tif Running CAR_x3_rpre3 over river29.tif Running CAR_x3_rpre3 over baseballdiamond06.tif Running CAR_x3_rpre3 over storagetanks55.tif Running CAR_x3_rpre3 over agricultural81.tif Running CAR_x3_rpre3 over chaparral01.tif Running CAR_x3_rpre3 over baseballdiamond78.tif Running CAR_x3_rpre3 over airplane65.tif Running CAR_x3_rpre3 over river13.tif Running CAR_x3_rpre3 over storagetanks22.tif Running CAR_x3_rpre3 over sparseresidential83.tif Running CAR_x3_rpre3 over harbor33.tif Running CAR_x3_rpre3 over agricultural86.tif Running CAR_x3_rpre3 over airplane43.tif Running CAR_x3_rpre3 over harbor63.tif Running CAR_x3_rpre3 over runway76.tif Running CAR_x3_rpre3 over tenniscourt22.tif Running CAR_x3_rpre3 over denseresidential81.tif Running CAR_x3_rpre3 over harbor45.tif Running CAR_x3_rpre3 over intersection12.tif Running CAR_x3_rpre3 over sparseresidential78.tif Running CAR_x3_rpre3 over river62.tif Running CAR_x3_rpre3 over runway94.tif Running CAR_x3_rpre3 over parkinglot65.tif Running CAR_x3_rpre3 over forest74.tif Running CAR_x3_rpre3 over baseballdiamond63.tif Running CAR_x3_rpre3 over chaparral27.tif Running CAR_x3_rpre3 over tenniscourt03.tif Running CAR_x3_rpre3 over mediumresidential62.tif Running CAR_x3_rpre3 over parkinglot41.tif Running CAR_x3_rpre3 over mobilehomepark74.tif Running CAR_x3_rpre3 over tenniscourt76.tif Running CAR_x3_rpre3 over chaparral06.tif Running CAR_x3_rpre3 over sparseresidential16.tif Running CAR_x3_rpre3 over mobilehomepark23.tif Running CAR_x3_rpre3 over river60.tif Running CAR_x3_rpre3 over intersection44.tif Running CAR_x3_rpre3 over mediumresidential42.tif Running CAR_x3_rpre3 over tenniscourt55.tif Running CAR_x3_rpre3 over airplane72.tif Running CAR_x3_rpre3 over runway23.tif Running CAR_x3_rpre3 over denseresidential79.tif Running CAR_x3_rpre3 over chaparral13.tif Running CAR_x3_rpre3 over storagetanks31.tif Running CAR_x3_rpre3 over river58.tif Running CAR_x3_rpre3 over sparseresidential65.tif Running CAR_x3_rpre3 over mobilehomepark70.tif Running CAR_x3_rpre3 over beach30.tif Running CAR_x3_rpre3 over mobilehomepark84.tif Running CAR_x3_rpre3 over golfcourse30.tif Running CAR_x3_rpre3 over mediumresidential25.tif Running CAR_x3_rpre3 over chaparral79.tif Running CAR_x3_rpre3 over freeway11.tif Running CAR_x3_rpre3 over mediumresidential22.tif Running CAR_x3_rpre3 over storagetanks97.tif Running CAR_x3_rpre3 over harbor97.tif Running CAR_x3_rpre3 over golfcourse93.tif Running CAR_x3_rpre3 over golfcourse52.tif Running CAR_x3_rpre3 over freeway12.tif Running CAR_x3_rpre3 over airplane20.tif Running CAR_x3_rpre3 over chaparral08.tif Running CAR_x3_rpre3 over chaparral37.tif Running CAR_x3_rpre3 over freeway44.tif Running CAR_x3_rpre3 over runway59.tif Running CAR_x3_rpre3 over harbor54.tif Running CAR_x3_rpre3 over beach24.tif Running CAR_x3_rpre3 over denseresidential12.tif Running CAR_x3_rpre3 over intersection97.tif Running CAR_x3_rpre3 over forest18.tif Running CAR_x3_rpre3 over denseresidential20.tif Running CAR_x3_rpre3 over sparseresidential45.tif Running CAR_x3_rpre3 over sparseresidential97.tif Running CAR_x3_rpre3 over forest89.tif Running CAR_x3_rpre3 over tenniscourt40.tif Running CAR_x3_rpre3 over tenniscourt35.tif Running CAR_x3_rpre3 over golfcourse00.tif Running CAR_x3_rpre3 over harbor29.tif Running CAR_x3_rpre3 over baseballdiamond09.tif Running CAR_x3_rpre3 over intersection64.tif Running CAR_x3_rpre3 over chaparral26.tif Running CAR_x3_rpre3 over airplane10.tif Running CAR_x3_rpre3 over parkinglot77.tif Running CAR_x3_rpre3 over freeway53.tif Running CAR_x3_rpre3 over forest68.tif Running CAR_x3_rpre3 over airplane33.tif Running CAR_x3_rpre3 over river35.tif Running CAR_x3_rpre3 over golfcourse34.tif Running CAR_x3_rpre3 over harbor65.tif Running CAR_x3_rpre3 over beach51.tif Running CAR_x3_rpre3 over sparseresidential93.tif Running CAR_x3_rpre3 over airplane45.tif Running CAR_x3_rpre3 over denseresidential05.tif Running CAR_x3_rpre3 over river78.tif Running CAR_x3_rpre3 over parkinglot86.tif Running CAR_x3_rpre3 over freeway38.tif Running CAR_x3_rpre3 over mediumresidential87.tif Running CAR_x3_rpre3 over parkinglot25.tif Running CAR_x3_rpre3 over tenniscourt12.tif Running CAR_x3_rpre3 over sparseresidential48.tif Running CAR_x3_rpre3 over baseballdiamond16.tif Running CAR_x3_rpre3 over river74.tif Running CAR_x3_rpre3 over denseresidential64.tif Running CAR_x3_rpre3 over denseresidential58.tif Running CAR_x3_rpre3 over denseresidential83.tif Running CAR_x3_rpre3 over sparseresidential02.tif Running CAR_x3_rpre3 over harbor74.tif Running CAR_x3_rpre3 over beach19.tif Running CAR_x3_rpre3 over runway24.tif Running CAR_x3_rpre3 over airplane06.tif Running CAR_x3_rpre3 over mobilehomepark12.tif Running CAR_x3_rpre3 over chaparral95.tif Running CAR_x3_rpre3 over mobilehomepark65.tif Running CAR_x3_rpre3 over sparseresidential92.tif Running CAR_x3_rpre3 over agricultural61.tif Running CAR_x3_rpre3 over airplane83.tif Running CAR_x3_rpre3 over freeway46.tif Running CAR_x3_rpre3 over forest46.tif Running CAR_x3_rpre3 over harbor25.tif Running CAR_x3_rpre3 over sparseresidential73.tif Running CAR_x3_rpre3 over airplane04.tif Running CAR_x3_rpre3 over storagetanks34.tif Running CAR_x3_rpre3 over runway57.tif Running CAR_x3_rpre3 over harbor92.tif Running CAR_x3_rpre3 over airplane73.tif Running CAR_x3_rpre3 over parkinglot07.tif Running CAR_x3_rpre3 over parkinglot04.tif Running CAR_x3_rpre3 over storagetanks10.tif Running CAR_x3_rpre3 over runway47.tif Running CAR_x3_rpre3 over chaparral14.tif Running CAR_x3_rpre3 over tenniscourt05.tif Running CAR_x3_rpre3 over runway20.tif Running CAR_x3_rpre3 over runway83.tif Running CAR_x3_rpre3 over golfcourse74.tif Running CAR_x3_rpre3 over golfcourse62.tif Running CAR_x3_rpre3 over freeway59.tif Running CAR_x3_rpre3 over chaparral88.tif Running CAR_x3_rpre3 over river57.tif Running CAR_x3_rpre3 over agricultural20.tif Running CAR_x3_rpre3 over river49.tif Running CAR_x3_rpre3 over intersection18.tif Running CAR_x3_rpre3 over mobilehomepark94.tif Running CAR_x3_rpre3 over forest11.tif Running CAR_x3_rpre3 over agricultural35.tif Running CAR_x3_rpre3 over harbor04.tif Running CAR_x3_rpre3 over baseballdiamond34.tif Running CAR_x3_rpre3 over agricultural45.tif Running CAR_x3_rpre3 over intersection57.tif Running CAR_x3_rpre3 over airplane15.tif Running CAR_x3_rpre3 over golfcourse21.tif Running CAR_x3_rpre3 over mediumresidential47.tif Running CAR_x3_rpre3 over agricultural84.tif Running CAR_x3_rpre3 over mobilehomepark17.tif Running CAR_x3_rpre3 over intersection59.tif Running CAR_x3_rpre3 over denseresidential54.tif Running CAR_x3_rpre3 over intersection50.tif Running CAR_x3_rpre3 over chaparral15.tif Running CAR_x3_rpre3 over sparseresidential61.tif Running CAR_x3_rpre3 over beach45.tif Running CAR_x3_rpre3 over agricultural38.tif Running CAR_x3_rpre3 over beach99.tif Running CAR_x3_rpre3 over chaparral86.tif Running CAR_x3_rpre3 over golfcourse55.tif Running CAR_x3_rpre3 over freeway07.tif Running CAR_x3_rpre3 over beach67.tif Running CAR_x3_rpre3 over sparseresidential41.tif Running CAR_x3_rpre3 over freeway08.tif Running CAR_x3_rpre3 over mobilehomepark47.tif Running CAR_x3_rpre3 over mediumresidential05.tif Running CAR_x3_rpre3 over parkinglot10.tif Running CAR_x3_rpre3 over mobilehomepark76.tif Running CAR_x3_rpre3 over mediumresidential02.tif Running CAR_x3_rpre3 over beach42.tif Running CAR_x3_rpre3 over runway62.tif Running CAR_x3_rpre3 over sparseresidential70.tif Running CAR_x3_rpre3 over river90.tif Running CAR_x3_rpre3 over freeway49.tif Running CAR_x3_rpre3 over forest84.tif Running CAR_x3_rpre3 over storagetanks83.tif Running CAR_x3_rpre3 over mediumresidential08.tif Running CAR_x3_rpre3 over forest80.tif Running CAR_x3_rpre3 over harbor07.tif Running CAR_x3_rpre3 over baseballdiamond97.tif Running CAR_x3_rpre3 over tenniscourt23.tif Running CAR_x3_rpre3 over parkinglot85.tif Running CAR_x3_rpre3 over denseresidential74.tif Running CAR_x3_rpre3 over mobilehomepark57.tif Running CAR_x3_rpre3 over parkinglot76.tif Running CAR_x3_rpre3 over river83.tif Running CAR_x3_rpre3 over denseresidential07.tif Running CAR_x3_rpre3 over beach21.tif Running CAR_x3_rpre3 over storagetanks49.tif Running CAR_x3_rpre3 over intersection21.tif Running CAR_x3_rpre3 over golfcourse97.tif Running CAR_x3_rpre3 over runway63.tif Running CAR_x3_rpre3 over baseballdiamond79.tif Running CAR_x3_rpre3 over mediumresidential17.tif Running CAR_x3_rpre3 over parkinglot48.tif Running CAR_x3_rpre3 over mediumresidential30.tif Running CAR_x3_rpre3 over chaparral56.tif Running CAR_x3_rpre3 over tenniscourt49.tif Running CAR_x3_rpre3 over forest69.tif Running CAR_x3_rpre3 over sparseresidential69.tif Running CAR_x3_rpre3 over chaparral38.tif Running CAR_x3_rpre3 over airplane57.tif Running CAR_x3_rpre3 over forest85.tif Running CAR_x3_rpre3 over denseresidential01.tif Running CAR_x3_rpre3 over denseresidential59.tif Running CAR_x3_rpre3 over beach87.tif Running CAR_x3_rpre3 over mediumresidential63.tif Running CAR_x3_rpre3 over beach37.tif Running CAR_x3_rpre3 over river67.tif Running CAR_x3_rpre3 over freeway36.tif Running CAR_x3_rpre3 over baseballdiamond62.tif Running CAR_x3_rpre3 over intersection73.tif Running CAR_x3_rpre3 over chaparral91.tif Running CAR_x3_rpre3 over intersection33.tif Running CAR_x3_rpre3 over parkinglot46.tif Running CAR_x3_rpre3 over river93.tif Running CAR_x3_rpre3 over airplane81.tif Running CAR_x3_rpre3 over forest92.tif Running CAR_x3_rpre3 over tenniscourt36.tif Running CAR_x3_rpre3 over baseballdiamond69.tif Running CAR_x3_rpre3 over sparseresidential06.tif Running CAR_x3_rpre3 over forest65.tif Running CAR_x3_rpre3 over mobilehomepark42.tif Running CAR_x3_rpre3 over mediumresidential97.tif Running CAR_x3_rpre3 over intersection93.tif Running CAR_x3_rpre3 over golfcourse10.tif Running CAR_x3_rpre3 over agricultural66.tif Running CAR_x3_rpre3 over forest79.tif Running CAR_x3_rpre3 over denseresidential06.tif Running CAR_x3_rpre3 over runway66.tif Running CAR_x3_rpre3 over agricultural16.tif Running CAR_x3_rpre3 over baseballdiamond46.tif Running CAR_x3_rpre3 over baseballdiamond01.tif Running CAR_x3_rpre3 over airplane19.tif Running CAR_x3_rpre3 over freeway10.tif Running CAR_x3_rpre3 over storagetanks30.tif Running CAR_x3_rpre3 over storagetanks73.tif Running CAR_x3_rpre3 over airplane61.tif Running CAR_x3_rpre3 over beach00.tif Running CAR_x3_rpre3 over freeway33.tif Running CAR_x3_rpre3 over harbor08.tif Running CAR_x3_rpre3 over storagetanks28.tif Running CAR_x3_rpre3 over golfcourse28.tif Running CAR_x3_rpre3 over baseballdiamond37.tif Running CAR_x3_rpre3 over golfcourse38.tif python sr.py --trainds ./Data/test-ds#CAR_x3_rpre3 --outputpath /tmp/tmpwkq71_z5 --valds ./Data/test-ds#CAR_x3_rpre3 ****** IQF subprocess --stdout-- ********* ****** IQF subprocess --stderr-- ********* LIIF_x3_rpre3 For each image file in <./Data/test-ds/test>... <datasets.image_folder.ImageFolder object at 0x7f7d39ead1d0> Running LIIF_x3_rpre3 over agricultural04.tif Running LIIF_x3_rpre3 over agricultural16.tif Running LIIF_x3_rpre3 over agricultural20.tif Running LIIF_x3_rpre3 over agricultural23.tif Running LIIF_x3_rpre3 over agricultural35.tif Running LIIF_x3_rpre3 over agricultural38.tif Running LIIF_x3_rpre3 over agricultural40.tif Running LIIF_x3_rpre3 over agricultural41.tif Running LIIF_x3_rpre3 over agricultural45.tif Running LIIF_x3_rpre3 over agricultural55.tif Running LIIF_x3_rpre3 over agricultural61.tif Running LIIF_x3_rpre3 over agricultural66.tif Running LIIF_x3_rpre3 over agricultural71.tif Running LIIF_x3_rpre3 over agricultural81.tif Running LIIF_x3_rpre3 over agricultural82.tif Running LIIF_x3_rpre3 over agricultural84.tif Running LIIF_x3_rpre3 over agricultural86.tif Running LIIF_x3_rpre3 over agricultural88.tif Running LIIF_x3_rpre3 over agricultural89.tif Running LIIF_x3_rpre3 over agricultural90.tif Running LIIF_x3_rpre3 over airplane04.tif Running LIIF_x3_rpre3 over airplane06.tif Running LIIF_x3_rpre3 over airplane10.tif Running LIIF_x3_rpre3 over airplane15.tif Running LIIF_x3_rpre3 over airplane19.tif Running LIIF_x3_rpre3 over airplane20.tif Running LIIF_x3_rpre3 over airplane30.tif Running LIIF_x3_rpre3 over airplane33.tif Running LIIF_x3_rpre3 over airplane43.tif Running LIIF_x3_rpre3 over airplane45.tif Running LIIF_x3_rpre3 over airplane57.tif Running LIIF_x3_rpre3 over airplane58.tif Running LIIF_x3_rpre3 over airplane61.tif Running LIIF_x3_rpre3 over airplane65.tif Running LIIF_x3_rpre3 over airplane72.tif Running LIIF_x3_rpre3 over airplane73.tif Running LIIF_x3_rpre3 over airplane76.tif Running LIIF_x3_rpre3 over airplane81.tif Running LIIF_x3_rpre3 over airplane83.tif Running LIIF_x3_rpre3 over airplane94.tif Running LIIF_x3_rpre3 over baseballdiamond01.tif Running LIIF_x3_rpre3 over baseballdiamond06.tif Running LIIF_x3_rpre3 over baseballdiamond09.tif Running LIIF_x3_rpre3 over baseballdiamond16.tif Running LIIF_x3_rpre3 over baseballdiamond34.tif Running LIIF_x3_rpre3 over baseballdiamond37.tif Running LIIF_x3_rpre3 over baseballdiamond40.tif Running LIIF_x3_rpre3 over baseballdiamond44.tif Running LIIF_x3_rpre3 over baseballdiamond46.tif Running LIIF_x3_rpre3 over baseballdiamond50.tif Running LIIF_x3_rpre3 over baseballdiamond55.tif Running LIIF_x3_rpre3 over baseballdiamond60.tif Running LIIF_x3_rpre3 over baseballdiamond62.tif Running LIIF_x3_rpre3 over baseballdiamond63.tif Running LIIF_x3_rpre3 over baseballdiamond66.tif Running LIIF_x3_rpre3 over baseballdiamond69.tif Running LIIF_x3_rpre3 over baseballdiamond71.tif Running LIIF_x3_rpre3 over baseballdiamond78.tif Running LIIF_x3_rpre3 over baseballdiamond79.tif Running LIIF_x3_rpre3 over baseballdiamond97.tif Running LIIF_x3_rpre3 over beach00.tif Running LIIF_x3_rpre3 over beach06.tif Running LIIF_x3_rpre3 over beach19.tif Running LIIF_x3_rpre3 over beach21.tif Running LIIF_x3_rpre3 over beach24.tif Running LIIF_x3_rpre3 over beach27.tif Running LIIF_x3_rpre3 over beach30.tif Running LIIF_x3_rpre3 over beach37.tif Running LIIF_x3_rpre3 over beach42.tif Running LIIF_x3_rpre3 over beach43.tif Running LIIF_x3_rpre3 over beach45.tif Running LIIF_x3_rpre3 over beach51.tif Running LIIF_x3_rpre3 over beach62.tif Running LIIF_x3_rpre3 over beach67.tif Running LIIF_x3_rpre3 over beach68.tif Running LIIF_x3_rpre3 over beach79.tif Running LIIF_x3_rpre3 over beach87.tif Running LIIF_x3_rpre3 over beach89.tif Running LIIF_x3_rpre3 over beach90.tif Running LIIF_x3_rpre3 over beach99.tif Running LIIF_x3_rpre3 over chaparral01.tif Running LIIF_x3_rpre3 over chaparral06.tif Running LIIF_x3_rpre3 over chaparral08.tif Running LIIF_x3_rpre3 over chaparral13.tif Running LIIF_x3_rpre3 over chaparral14.tif Running LIIF_x3_rpre3 over chaparral15.tif Running LIIF_x3_rpre3 over chaparral18.tif Running LIIF_x3_rpre3 over chaparral26.tif Running LIIF_x3_rpre3 over chaparral27.tif Running LIIF_x3_rpre3 over chaparral37.tif Running LIIF_x3_rpre3 over chaparral38.tif Running LIIF_x3_rpre3 over chaparral56.tif Running LIIF_x3_rpre3 over chaparral60.tif Running LIIF_x3_rpre3 over chaparral64.tif Running LIIF_x3_rpre3 over chaparral73.tif Running LIIF_x3_rpre3 over chaparral79.tif Running LIIF_x3_rpre3 over chaparral86.tif Running LIIF_x3_rpre3 over chaparral88.tif Running LIIF_x3_rpre3 over chaparral91.tif Running LIIF_x3_rpre3 over chaparral95.tif Running LIIF_x3_rpre3 over denseresidential01.tif Running LIIF_x3_rpre3 over denseresidential05.tif Running LIIF_x3_rpre3 over denseresidential06.tif Running LIIF_x3_rpre3 over denseresidential07.tif Running LIIF_x3_rpre3 over denseresidential12.tif Running LIIF_x3_rpre3 over denseresidential20.tif Running LIIF_x3_rpre3 over denseresidential26.tif Running LIIF_x3_rpre3 over denseresidential28.tif Running LIIF_x3_rpre3 over denseresidential54.tif Running LIIF_x3_rpre3 over denseresidential58.tif Running LIIF_x3_rpre3 over denseresidential59.tif Running LIIF_x3_rpre3 over denseresidential64.tif Running LIIF_x3_rpre3 over denseresidential70.tif Running LIIF_x3_rpre3 over denseresidential74.tif Running LIIF_x3_rpre3 over denseresidential79.tif Running LIIF_x3_rpre3 over denseresidential81.tif Running LIIF_x3_rpre3 over denseresidential83.tif Running LIIF_x3_rpre3 over denseresidential92.tif Running LIIF_x3_rpre3 over denseresidential96.tif Running LIIF_x3_rpre3 over denseresidential99.tif Running LIIF_x3_rpre3 over forest01.tif Running LIIF_x3_rpre3 over forest08.tif Running LIIF_x3_rpre3 over forest11.tif Running LIIF_x3_rpre3 over forest16.tif Running LIIF_x3_rpre3 over forest18.tif Running LIIF_x3_rpre3 over forest19.tif Running LIIF_x3_rpre3 over forest20.tif Running LIIF_x3_rpre3 over forest42.tif Running LIIF_x3_rpre3 over forest46.tif Running LIIF_x3_rpre3 over forest65.tif Running LIIF_x3_rpre3 over forest68.tif Running LIIF_x3_rpre3 over forest69.tif Running LIIF_x3_rpre3 over forest74.tif Running LIIF_x3_rpre3 over forest79.tif Running LIIF_x3_rpre3 over forest80.tif Running LIIF_x3_rpre3 over forest82.tif Running LIIF_x3_rpre3 over forest84.tif Running LIIF_x3_rpre3 over forest85.tif Running LIIF_x3_rpre3 over forest89.tif Running LIIF_x3_rpre3 over forest92.tif Running LIIF_x3_rpre3 over freeway04.tif Running LIIF_x3_rpre3 over freeway05.tif Running LIIF_x3_rpre3 over freeway07.tif Running LIIF_x3_rpre3 over freeway08.tif Running LIIF_x3_rpre3 over freeway10.tif Running LIIF_x3_rpre3 over freeway11.tif Running LIIF_x3_rpre3 over freeway12.tif Running LIIF_x3_rpre3 over freeway28.tif Running LIIF_x3_rpre3 over freeway33.tif Running LIIF_x3_rpre3 over freeway36.tif Running LIIF_x3_rpre3 over freeway38.tif Running LIIF_x3_rpre3 over freeway44.tif Running LIIF_x3_rpre3 over freeway46.tif Running LIIF_x3_rpre3 over freeway47.tif Running LIIF_x3_rpre3 over freeway48.tif Running LIIF_x3_rpre3 over freeway49.tif Running LIIF_x3_rpre3 over freeway53.tif Running LIIF_x3_rpre3 over freeway59.tif Running LIIF_x3_rpre3 over freeway66.tif Running LIIF_x3_rpre3 over freeway97.tif Running LIIF_x3_rpre3 over golfcourse00.tif Running LIIF_x3_rpre3 over golfcourse10.tif Running LIIF_x3_rpre3 over golfcourse15.tif Running LIIF_x3_rpre3 over golfcourse20.tif Running LIIF_x3_rpre3 over golfcourse21.tif Running LIIF_x3_rpre3 over golfcourse28.tif Running LIIF_x3_rpre3 over golfcourse30.tif Running LIIF_x3_rpre3 over golfcourse31.tif Running LIIF_x3_rpre3 over golfcourse34.tif Running LIIF_x3_rpre3 over golfcourse37.tif Running LIIF_x3_rpre3 over golfcourse38.tif Running LIIF_x3_rpre3 over golfcourse42.tif Running LIIF_x3_rpre3 over golfcourse52.tif Running LIIF_x3_rpre3 over golfcourse55.tif Running LIIF_x3_rpre3 over golfcourse62.tif Running LIIF_x3_rpre3 over golfcourse74.tif Running LIIF_x3_rpre3 over golfcourse76.tif Running LIIF_x3_rpre3 over golfcourse86.tif Running LIIF_x3_rpre3 over golfcourse93.tif Running LIIF_x3_rpre3 over golfcourse97.tif Running LIIF_x3_rpre3 over harbor01.tif Running LIIF_x3_rpre3 over harbor02.tif Running LIIF_x3_rpre3 over harbor04.tif Running LIIF_x3_rpre3 over harbor07.tif Running LIIF_x3_rpre3 over harbor08.tif Running LIIF_x3_rpre3 over harbor25.tif Running LIIF_x3_rpre3 over harbor29.tif Running LIIF_x3_rpre3 over harbor33.tif Running LIIF_x3_rpre3 over harbor40.tif Running LIIF_x3_rpre3 over harbor43.tif Running LIIF_x3_rpre3 over harbor45.tif Running LIIF_x3_rpre3 over harbor46.tif Running LIIF_x3_rpre3 over harbor54.tif Running LIIF_x3_rpre3 over harbor58.tif Running LIIF_x3_rpre3 over harbor59.tif Running LIIF_x3_rpre3 over harbor63.tif Running LIIF_x3_rpre3 over harbor65.tif Running LIIF_x3_rpre3 over harbor74.tif Running LIIF_x3_rpre3 over harbor92.tif Running LIIF_x3_rpre3 over harbor97.tif Running LIIF_x3_rpre3 over intersection00.tif Running LIIF_x3_rpre3 over intersection12.tif Running LIIF_x3_rpre3 over intersection14.tif Running LIIF_x3_rpre3 over intersection18.tif Running LIIF_x3_rpre3 over intersection21.tif Running LIIF_x3_rpre3 over intersection26.tif Running LIIF_x3_rpre3 over intersection33.tif Running LIIF_x3_rpre3 over intersection44.tif Running LIIF_x3_rpre3 over intersection50.tif Running LIIF_x3_rpre3 over intersection53.tif Running LIIF_x3_rpre3 over intersection57.tif Running LIIF_x3_rpre3 over intersection59.tif Running LIIF_x3_rpre3 over intersection64.tif Running LIIF_x3_rpre3 over intersection70.tif Running LIIF_x3_rpre3 over intersection73.tif Running LIIF_x3_rpre3 over intersection77.tif Running LIIF_x3_rpre3 over intersection87.tif Running LIIF_x3_rpre3 over intersection93.tif Running LIIF_x3_rpre3 over intersection94.tif Running LIIF_x3_rpre3 over intersection97.tif Running LIIF_x3_rpre3 over mediumresidential02.tif Running LIIF_x3_rpre3 over mediumresidential05.tif Running LIIF_x3_rpre3 over mediumresidential08.tif Running LIIF_x3_rpre3 over mediumresidential17.tif Running LIIF_x3_rpre3 over mediumresidential22.tif Running LIIF_x3_rpre3 over mediumresidential25.tif Running LIIF_x3_rpre3 over mediumresidential30.tif Running LIIF_x3_rpre3 over mediumresidential37.tif Running LIIF_x3_rpre3 over mediumresidential42.tif Running LIIF_x3_rpre3 over mediumresidential47.tif Running LIIF_x3_rpre3 over mediumresidential51.tif Running LIIF_x3_rpre3 over mediumresidential52.tif Running LIIF_x3_rpre3 over mediumresidential57.tif Running LIIF_x3_rpre3 over mediumresidential61.tif Running LIIF_x3_rpre3 over mediumresidential62.tif Running LIIF_x3_rpre3 over mediumresidential63.tif Running LIIF_x3_rpre3 over mediumresidential67.tif Running LIIF_x3_rpre3 over mediumresidential76.tif Running LIIF_x3_rpre3 over mediumresidential87.tif Running LIIF_x3_rpre3 over mediumresidential97.tif Running LIIF_x3_rpre3 over mobilehomepark00.tif Running LIIF_x3_rpre3 over mobilehomepark12.tif Running LIIF_x3_rpre3 over mobilehomepark14.tif Running LIIF_x3_rpre3 over mobilehomepark17.tif Running LIIF_x3_rpre3 over mobilehomepark20.tif Running LIIF_x3_rpre3 over mobilehomepark23.tif Running LIIF_x3_rpre3 over mobilehomepark42.tif Running LIIF_x3_rpre3 over mobilehomepark47.tif Running LIIF_x3_rpre3 over mobilehomepark50.tif Running LIIF_x3_rpre3 over mobilehomepark51.tif Running LIIF_x3_rpre3 over mobilehomepark57.tif Running LIIF_x3_rpre3 over mobilehomepark65.tif Running LIIF_x3_rpre3 over mobilehomepark69.tif Running LIIF_x3_rpre3 over mobilehomepark70.tif Running LIIF_x3_rpre3 over mobilehomepark74.tif Running LIIF_x3_rpre3 over mobilehomepark75.tif Running LIIF_x3_rpre3 over mobilehomepark76.tif Running LIIF_x3_rpre3 over mobilehomepark84.tif Running LIIF_x3_rpre3 over mobilehomepark94.tif Running LIIF_x3_rpre3 over mobilehomepark96.tif Running LIIF_x3_rpre3 over parkinglot01.tif Running LIIF_x3_rpre3 over parkinglot04.tif Running LIIF_x3_rpre3 over parkinglot07.tif Running LIIF_x3_rpre3 over parkinglot10.tif Running LIIF_x3_rpre3 over parkinglot12.tif Running LIIF_x3_rpre3 over parkinglot24.tif Running LIIF_x3_rpre3 over parkinglot25.tif Running LIIF_x3_rpre3 over parkinglot28.tif Running LIIF_x3_rpre3 over parkinglot41.tif Running LIIF_x3_rpre3 over parkinglot46.tif Running LIIF_x3_rpre3 over parkinglot48.tif Running LIIF_x3_rpre3 over parkinglot55.tif Running LIIF_x3_rpre3 over parkinglot59.tif Running LIIF_x3_rpre3 over parkinglot65.tif Running LIIF_x3_rpre3 over parkinglot70.tif Running LIIF_x3_rpre3 over parkinglot73.tif Running LIIF_x3_rpre3 over parkinglot76.tif Running LIIF_x3_rpre3 over parkinglot77.tif Running LIIF_x3_rpre3 over parkinglot85.tif Running LIIF_x3_rpre3 over parkinglot86.tif Running LIIF_x3_rpre3 over river11.tif Running LIIF_x3_rpre3 over river13.tif Running LIIF_x3_rpre3 over river24.tif Running LIIF_x3_rpre3 over river29.tif Running LIIF_x3_rpre3 over river35.tif Running LIIF_x3_rpre3 over river49.tif Running LIIF_x3_rpre3 over river51.tif Running LIIF_x3_rpre3 over river52.tif Running LIIF_x3_rpre3 over river57.tif Running LIIF_x3_rpre3 over river58.tif Running LIIF_x3_rpre3 over river60.tif Running LIIF_x3_rpre3 over river62.tif Running LIIF_x3_rpre3 over river65.tif Running LIIF_x3_rpre3 over river66.tif Running LIIF_x3_rpre3 over river67.tif Running LIIF_x3_rpre3 over river74.tif Running LIIF_x3_rpre3 over river78.tif Running LIIF_x3_rpre3 over river83.tif Running LIIF_x3_rpre3 over river90.tif Running LIIF_x3_rpre3 over river93.tif Running LIIF_x3_rpre3 over runway08.tif Running LIIF_x3_rpre3 over runway20.tif Running LIIF_x3_rpre3 over runway23.tif Running LIIF_x3_rpre3 over runway24.tif Running LIIF_x3_rpre3 over runway26.tif Running LIIF_x3_rpre3 over runway27.tif Running LIIF_x3_rpre3 over runway36.tif Running LIIF_x3_rpre3 over runway40.tif Running LIIF_x3_rpre3 over runway47.tif Running LIIF_x3_rpre3 over runway57.tif Running LIIF_x3_rpre3 over runway59.tif Running LIIF_x3_rpre3 over runway62.tif Running LIIF_x3_rpre3 over runway63.tif Running LIIF_x3_rpre3 over runway66.tif Running LIIF_x3_rpre3 over runway71.tif Running LIIF_x3_rpre3 over runway75.tif Running LIIF_x3_rpre3 over runway76.tif Running LIIF_x3_rpre3 over runway83.tif Running LIIF_x3_rpre3 over runway93.tif Running LIIF_x3_rpre3 over runway94.tif Running LIIF_x3_rpre3 over sparseresidential02.tif Running LIIF_x3_rpre3 over sparseresidential06.tif Running LIIF_x3_rpre3 over sparseresidential16.tif Running LIIF_x3_rpre3 over sparseresidential20.tif Running LIIF_x3_rpre3 over sparseresidential25.tif Running LIIF_x3_rpre3 over sparseresidential41.tif Running LIIF_x3_rpre3 over sparseresidential45.tif Running LIIF_x3_rpre3 over sparseresidential48.tif Running LIIF_x3_rpre3 over sparseresidential61.tif Running LIIF_x3_rpre3 over sparseresidential63.tif Running LIIF_x3_rpre3 over sparseresidential65.tif Running LIIF_x3_rpre3 over sparseresidential69.tif Running LIIF_x3_rpre3 over sparseresidential70.tif Running LIIF_x3_rpre3 over sparseresidential72.tif Running LIIF_x3_rpre3 over sparseresidential73.tif Running LIIF_x3_rpre3 over sparseresidential78.tif Running LIIF_x3_rpre3 over sparseresidential83.tif Running LIIF_x3_rpre3 over sparseresidential92.tif Running LIIF_x3_rpre3 over sparseresidential93.tif Running LIIF_x3_rpre3 over sparseresidential97.tif Running LIIF_x3_rpre3 over storagetanks02.tif Running LIIF_x3_rpre3 over storagetanks10.tif Running LIIF_x3_rpre3 over storagetanks22.tif Running LIIF_x3_rpre3 over storagetanks28.tif Running LIIF_x3_rpre3 over storagetanks30.tif Running LIIF_x3_rpre3 over storagetanks31.tif Running LIIF_x3_rpre3 over storagetanks34.tif Running LIIF_x3_rpre3 over storagetanks38.tif Running LIIF_x3_rpre3 over storagetanks41.tif Running LIIF_x3_rpre3 over storagetanks49.tif Running LIIF_x3_rpre3 over storagetanks55.tif Running LIIF_x3_rpre3 over storagetanks61.tif Running LIIF_x3_rpre3 over storagetanks67.tif Running LIIF_x3_rpre3 over storagetanks71.tif Running LIIF_x3_rpre3 over storagetanks73.tif Running LIIF_x3_rpre3 over storagetanks78.tif Running LIIF_x3_rpre3 over storagetanks81.tif Running LIIF_x3_rpre3 over storagetanks83.tif Running LIIF_x3_rpre3 over storagetanks97.tif Running LIIF_x3_rpre3 over storagetanks98.tif Running LIIF_x3_rpre3 over tenniscourt03.tif Running LIIF_x3_rpre3 over tenniscourt05.tif Running LIIF_x3_rpre3 over tenniscourt12.tif Running LIIF_x3_rpre3 over tenniscourt22.tif Running LIIF_x3_rpre3 over tenniscourt23.tif Running LIIF_x3_rpre3 over tenniscourt35.tif Running LIIF_x3_rpre3 over tenniscourt36.tif Running LIIF_x3_rpre3 over tenniscourt39.tif Running LIIF_x3_rpre3 over tenniscourt40.tif Running LIIF_x3_rpre3 over tenniscourt47.tif Running LIIF_x3_rpre3 over tenniscourt49.tif Running LIIF_x3_rpre3 over tenniscourt50.tif Running LIIF_x3_rpre3 over tenniscourt54.tif Running LIIF_x3_rpre3 over tenniscourt55.tif Running LIIF_x3_rpre3 over tenniscourt64.tif Running LIIF_x3_rpre3 over tenniscourt66.tif Running LIIF_x3_rpre3 over tenniscourt76.tif Running LIIF_x3_rpre3 over tenniscourt93.tif Running LIIF_x3_rpre3 over tenniscourt96.tif Running LIIF_x3_rpre3 over tenniscourt98.tif LIIF_x3_rpre3 For each image file in <./Data/test-ds/test>... <datasets.image_folder.ImageFolder object at 0x7f7ef205c358> Running LIIF_x3_rpre3 over agricultural04.tif Running LIIF_x3_rpre3 over agricultural16.tif Running LIIF_x3_rpre3 over agricultural20.tif Running LIIF_x3_rpre3 over agricultural23.tif Running LIIF_x3_rpre3 over agricultural35.tif Running LIIF_x3_rpre3 over agricultural38.tif Running LIIF_x3_rpre3 over agricultural40.tif Running LIIF_x3_rpre3 over agricultural41.tif Running LIIF_x3_rpre3 over agricultural45.tif Running LIIF_x3_rpre3 over agricultural55.tif Running LIIF_x3_rpre3 over agricultural61.tif Running LIIF_x3_rpre3 over agricultural66.tif Running LIIF_x3_rpre3 over agricultural71.tif Running LIIF_x3_rpre3 over agricultural81.tif Running LIIF_x3_rpre3 over agricultural82.tif Running LIIF_x3_rpre3 over agricultural84.tif Running LIIF_x3_rpre3 over agricultural86.tif Running LIIF_x3_rpre3 over agricultural88.tif Running LIIF_x3_rpre3 over agricultural89.tif Running LIIF_x3_rpre3 over agricultural90.tif Running LIIF_x3_rpre3 over airplane04.tif Running LIIF_x3_rpre3 over airplane06.tif Running LIIF_x3_rpre3 over airplane10.tif Running LIIF_x3_rpre3 over airplane15.tif Running LIIF_x3_rpre3 over airplane19.tif Running LIIF_x3_rpre3 over airplane20.tif Running LIIF_x3_rpre3 over airplane30.tif Running LIIF_x3_rpre3 over airplane33.tif Running LIIF_x3_rpre3 over airplane43.tif Running LIIF_x3_rpre3 over airplane45.tif Running LIIF_x3_rpre3 over airplane57.tif Running LIIF_x3_rpre3 over airplane58.tif Running LIIF_x3_rpre3 over airplane61.tif Running LIIF_x3_rpre3 over airplane65.tif Running LIIF_x3_rpre3 over airplane72.tif Running LIIF_x3_rpre3 over airplane73.tif Running LIIF_x3_rpre3 over airplane76.tif Running LIIF_x3_rpre3 over airplane81.tif Running LIIF_x3_rpre3 over airplane83.tif Running LIIF_x3_rpre3 over airplane94.tif Running LIIF_x3_rpre3 over baseballdiamond01.tif Running LIIF_x3_rpre3 over baseballdiamond06.tif Running LIIF_x3_rpre3 over baseballdiamond09.tif Running LIIF_x3_rpre3 over baseballdiamond16.tif Running LIIF_x3_rpre3 over baseballdiamond34.tif Running LIIF_x3_rpre3 over baseballdiamond37.tif Running LIIF_x3_rpre3 over baseballdiamond40.tif Running LIIF_x3_rpre3 over baseballdiamond44.tif Running LIIF_x3_rpre3 over baseballdiamond46.tif Running LIIF_x3_rpre3 over baseballdiamond50.tif Running LIIF_x3_rpre3 over baseballdiamond55.tif Running LIIF_x3_rpre3 over baseballdiamond60.tif Running LIIF_x3_rpre3 over baseballdiamond62.tif Running LIIF_x3_rpre3 over baseballdiamond63.tif Running LIIF_x3_rpre3 over baseballdiamond66.tif Running LIIF_x3_rpre3 over baseballdiamond69.tif Running LIIF_x3_rpre3 over baseballdiamond71.tif Running LIIF_x3_rpre3 over baseballdiamond78.tif Running LIIF_x3_rpre3 over baseballdiamond79.tif Running LIIF_x3_rpre3 over baseballdiamond97.tif Running LIIF_x3_rpre3 over beach00.tif Running LIIF_x3_rpre3 over beach06.tif Running LIIF_x3_rpre3 over beach19.tif Running LIIF_x3_rpre3 over beach21.tif Running LIIF_x3_rpre3 over beach24.tif Running LIIF_x3_rpre3 over beach27.tif Running LIIF_x3_rpre3 over beach30.tif Running LIIF_x3_rpre3 over beach37.tif Running LIIF_x3_rpre3 over beach42.tif Running LIIF_x3_rpre3 over beach43.tif Running LIIF_x3_rpre3 over beach45.tif Running LIIF_x3_rpre3 over beach51.tif Running LIIF_x3_rpre3 over beach62.tif Running LIIF_x3_rpre3 over beach67.tif Running LIIF_x3_rpre3 over beach68.tif Running LIIF_x3_rpre3 over beach79.tif Running LIIF_x3_rpre3 over beach87.tif Running LIIF_x3_rpre3 over beach89.tif Running LIIF_x3_rpre3 over beach90.tif Running LIIF_x3_rpre3 over beach99.tif Running LIIF_x3_rpre3 over chaparral01.tif Running LIIF_x3_rpre3 over chaparral06.tif Running LIIF_x3_rpre3 over chaparral08.tif Running LIIF_x3_rpre3 over chaparral13.tif Running LIIF_x3_rpre3 over chaparral14.tif Running LIIF_x3_rpre3 over chaparral15.tif Running LIIF_x3_rpre3 over chaparral18.tif Running LIIF_x3_rpre3 over chaparral26.tif Running LIIF_x3_rpre3 over chaparral27.tif Running LIIF_x3_rpre3 over chaparral37.tif Running LIIF_x3_rpre3 over chaparral38.tif Running LIIF_x3_rpre3 over chaparral56.tif Running LIIF_x3_rpre3 over chaparral60.tif Running LIIF_x3_rpre3 over chaparral64.tif Running LIIF_x3_rpre3 over chaparral73.tif Running LIIF_x3_rpre3 over chaparral79.tif Running LIIF_x3_rpre3 over chaparral86.tif Running LIIF_x3_rpre3 over chaparral88.tif Running LIIF_x3_rpre3 over chaparral91.tif Running LIIF_x3_rpre3 over chaparral95.tif Running LIIF_x3_rpre3 over denseresidential01.tif Running LIIF_x3_rpre3 over denseresidential05.tif Running LIIF_x3_rpre3 over denseresidential06.tif Running LIIF_x3_rpre3 over denseresidential07.tif Running LIIF_x3_rpre3 over denseresidential12.tif Running LIIF_x3_rpre3 over denseresidential20.tif Running LIIF_x3_rpre3 over denseresidential26.tif Running LIIF_x3_rpre3 over denseresidential28.tif Running LIIF_x3_rpre3 over denseresidential54.tif Running LIIF_x3_rpre3 over denseresidential58.tif Running LIIF_x3_rpre3 over denseresidential59.tif Running LIIF_x3_rpre3 over denseresidential64.tif Running LIIF_x3_rpre3 over denseresidential70.tif Running LIIF_x3_rpre3 over denseresidential74.tif Running LIIF_x3_rpre3 over denseresidential79.tif Running LIIF_x3_rpre3 over denseresidential81.tif Running LIIF_x3_rpre3 over denseresidential83.tif Running LIIF_x3_rpre3 over denseresidential92.tif Running LIIF_x3_rpre3 over denseresidential96.tif Running LIIF_x3_rpre3 over denseresidential99.tif Running LIIF_x3_rpre3 over forest01.tif Running LIIF_x3_rpre3 over forest08.tif Running LIIF_x3_rpre3 over forest11.tif Running LIIF_x3_rpre3 over forest16.tif Running LIIF_x3_rpre3 over forest18.tif Running LIIF_x3_rpre3 over forest19.tif Running LIIF_x3_rpre3 over forest20.tif Running LIIF_x3_rpre3 over forest42.tif Running LIIF_x3_rpre3 over forest46.tif Running LIIF_x3_rpre3 over forest65.tif Running LIIF_x3_rpre3 over forest68.tif Running LIIF_x3_rpre3 over forest69.tif Running LIIF_x3_rpre3 over forest74.tif Running LIIF_x3_rpre3 over forest79.tif Running LIIF_x3_rpre3 over forest80.tif Running LIIF_x3_rpre3 over forest82.tif Running LIIF_x3_rpre3 over forest84.tif Running LIIF_x3_rpre3 over forest85.tif Running LIIF_x3_rpre3 over forest89.tif Running LIIF_x3_rpre3 over forest92.tif Running LIIF_x3_rpre3 over freeway04.tif Running LIIF_x3_rpre3 over freeway05.tif Running LIIF_x3_rpre3 over freeway07.tif Running LIIF_x3_rpre3 over freeway08.tif Running LIIF_x3_rpre3 over freeway10.tif Running LIIF_x3_rpre3 over freeway11.tif Running LIIF_x3_rpre3 over freeway12.tif Running LIIF_x3_rpre3 over freeway28.tif Running LIIF_x3_rpre3 over freeway33.tif Running LIIF_x3_rpre3 over freeway36.tif Running LIIF_x3_rpre3 over freeway38.tif Running LIIF_x3_rpre3 over freeway44.tif Running LIIF_x3_rpre3 over freeway46.tif Running LIIF_x3_rpre3 over freeway47.tif Running LIIF_x3_rpre3 over freeway48.tif Running LIIF_x3_rpre3 over freeway49.tif Running LIIF_x3_rpre3 over freeway53.tif Running LIIF_x3_rpre3 over freeway59.tif Running LIIF_x3_rpre3 over freeway66.tif Running LIIF_x3_rpre3 over freeway97.tif Running LIIF_x3_rpre3 over golfcourse00.tif Running LIIF_x3_rpre3 over golfcourse10.tif Running LIIF_x3_rpre3 over golfcourse15.tif Running LIIF_x3_rpre3 over golfcourse20.tif Running LIIF_x3_rpre3 over golfcourse21.tif Running LIIF_x3_rpre3 over golfcourse28.tif Running LIIF_x3_rpre3 over golfcourse30.tif Running LIIF_x3_rpre3 over golfcourse31.tif Running LIIF_x3_rpre3 over golfcourse34.tif Running LIIF_x3_rpre3 over golfcourse37.tif Running LIIF_x3_rpre3 over golfcourse38.tif Running LIIF_x3_rpre3 over golfcourse42.tif Running LIIF_x3_rpre3 over golfcourse52.tif Running LIIF_x3_rpre3 over golfcourse55.tif Running LIIF_x3_rpre3 over golfcourse62.tif Running LIIF_x3_rpre3 over golfcourse74.tif Running LIIF_x3_rpre3 over golfcourse76.tif Running LIIF_x3_rpre3 over golfcourse86.tif Running LIIF_x3_rpre3 over golfcourse93.tif Running LIIF_x3_rpre3 over golfcourse97.tif Running LIIF_x3_rpre3 over harbor01.tif Running LIIF_x3_rpre3 over harbor02.tif Running LIIF_x3_rpre3 over harbor04.tif Running LIIF_x3_rpre3 over harbor07.tif Running LIIF_x3_rpre3 over harbor08.tif Running LIIF_x3_rpre3 over harbor25.tif Running LIIF_x3_rpre3 over harbor29.tif Running LIIF_x3_rpre3 over harbor33.tif Running LIIF_x3_rpre3 over harbor40.tif Running LIIF_x3_rpre3 over harbor43.tif Running LIIF_x3_rpre3 over harbor45.tif Running LIIF_x3_rpre3 over harbor46.tif Running LIIF_x3_rpre3 over harbor54.tif Running LIIF_x3_rpre3 over harbor58.tif Running LIIF_x3_rpre3 over harbor59.tif Running LIIF_x3_rpre3 over harbor63.tif Running LIIF_x3_rpre3 over harbor65.tif Running LIIF_x3_rpre3 over harbor74.tif Running LIIF_x3_rpre3 over harbor92.tif Running LIIF_x3_rpre3 over harbor97.tif Running LIIF_x3_rpre3 over intersection00.tif Running LIIF_x3_rpre3 over intersection12.tif Running LIIF_x3_rpre3 over intersection14.tif Running LIIF_x3_rpre3 over intersection18.tif Running LIIF_x3_rpre3 over intersection21.tif Running LIIF_x3_rpre3 over intersection26.tif Running LIIF_x3_rpre3 over intersection33.tif Running LIIF_x3_rpre3 over intersection44.tif Running LIIF_x3_rpre3 over intersection50.tif Running LIIF_x3_rpre3 over intersection53.tif Running LIIF_x3_rpre3 over intersection57.tif Running LIIF_x3_rpre3 over intersection59.tif Running LIIF_x3_rpre3 over intersection64.tif Running LIIF_x3_rpre3 over intersection70.tif Running LIIF_x3_rpre3 over intersection73.tif Running LIIF_x3_rpre3 over intersection77.tif Running LIIF_x3_rpre3 over intersection87.tif Running LIIF_x3_rpre3 over intersection93.tif Running LIIF_x3_rpre3 over intersection94.tif Running LIIF_x3_rpre3 over intersection97.tif Running LIIF_x3_rpre3 over mediumresidential02.tif Running LIIF_x3_rpre3 over mediumresidential05.tif Running LIIF_x3_rpre3 over mediumresidential08.tif Running LIIF_x3_rpre3 over mediumresidential17.tif Running LIIF_x3_rpre3 over mediumresidential22.tif Running LIIF_x3_rpre3 over mediumresidential25.tif Running LIIF_x3_rpre3 over mediumresidential30.tif Running LIIF_x3_rpre3 over mediumresidential37.tif Running LIIF_x3_rpre3 over mediumresidential42.tif Running LIIF_x3_rpre3 over mediumresidential47.tif Running LIIF_x3_rpre3 over mediumresidential51.tif Running LIIF_x3_rpre3 over mediumresidential52.tif Running LIIF_x3_rpre3 over mediumresidential57.tif Running LIIF_x3_rpre3 over mediumresidential61.tif Running LIIF_x3_rpre3 over mediumresidential62.tif Running LIIF_x3_rpre3 over mediumresidential63.tif Running LIIF_x3_rpre3 over mediumresidential67.tif Running LIIF_x3_rpre3 over mediumresidential76.tif Running LIIF_x3_rpre3 over mediumresidential87.tif Running LIIF_x3_rpre3 over mediumresidential97.tif Running LIIF_x3_rpre3 over mobilehomepark00.tif Running LIIF_x3_rpre3 over mobilehomepark12.tif Running LIIF_x3_rpre3 over mobilehomepark14.tif Running LIIF_x3_rpre3 over mobilehomepark17.tif Running LIIF_x3_rpre3 over mobilehomepark20.tif Running LIIF_x3_rpre3 over mobilehomepark23.tif Running LIIF_x3_rpre3 over mobilehomepark42.tif Running LIIF_x3_rpre3 over mobilehomepark47.tif Running LIIF_x3_rpre3 over mobilehomepark50.tif Running LIIF_x3_rpre3 over mobilehomepark51.tif Running LIIF_x3_rpre3 over mobilehomepark57.tif Running LIIF_x3_rpre3 over mobilehomepark65.tif Running LIIF_x3_rpre3 over mobilehomepark69.tif Running LIIF_x3_rpre3 over mobilehomepark70.tif Running LIIF_x3_rpre3 over mobilehomepark74.tif Running LIIF_x3_rpre3 over mobilehomepark75.tif Running LIIF_x3_rpre3 over mobilehomepark76.tif Running LIIF_x3_rpre3 over mobilehomepark84.tif Running LIIF_x3_rpre3 over mobilehomepark94.tif Running LIIF_x3_rpre3 over mobilehomepark96.tif Running LIIF_x3_rpre3 over parkinglot01.tif Running LIIF_x3_rpre3 over parkinglot04.tif Running LIIF_x3_rpre3 over parkinglot07.tif Running LIIF_x3_rpre3 over parkinglot10.tif Running LIIF_x3_rpre3 over parkinglot12.tif Running LIIF_x3_rpre3 over parkinglot24.tif Running LIIF_x3_rpre3 over parkinglot25.tif Running LIIF_x3_rpre3 over parkinglot28.tif Running LIIF_x3_rpre3 over parkinglot41.tif Running LIIF_x3_rpre3 over parkinglot46.tif Running LIIF_x3_rpre3 over parkinglot48.tif Running LIIF_x3_rpre3 over parkinglot55.tif Running LIIF_x3_rpre3 over parkinglot59.tif Running LIIF_x3_rpre3 over parkinglot65.tif Running LIIF_x3_rpre3 over parkinglot70.tif Running LIIF_x3_rpre3 over parkinglot73.tif Running LIIF_x3_rpre3 over parkinglot76.tif Running LIIF_x3_rpre3 over parkinglot77.tif Running LIIF_x3_rpre3 over parkinglot85.tif Running LIIF_x3_rpre3 over parkinglot86.tif Running LIIF_x3_rpre3 over river11.tif Running LIIF_x3_rpre3 over river13.tif Running LIIF_x3_rpre3 over river24.tif Running LIIF_x3_rpre3 over river29.tif Running LIIF_x3_rpre3 over river35.tif Running LIIF_x3_rpre3 over river49.tif Running LIIF_x3_rpre3 over river51.tif Running LIIF_x3_rpre3 over river52.tif Running LIIF_x3_rpre3 over river57.tif Running LIIF_x3_rpre3 over river58.tif Running LIIF_x3_rpre3 over river60.tif Running LIIF_x3_rpre3 over river62.tif Running LIIF_x3_rpre3 over river65.tif Running LIIF_x3_rpre3 over river66.tif Running LIIF_x3_rpre3 over river67.tif Running LIIF_x3_rpre3 over river74.tif Running LIIF_x3_rpre3 over river78.tif Running LIIF_x3_rpre3 over river83.tif Running LIIF_x3_rpre3 over river90.tif Running LIIF_x3_rpre3 over river93.tif Running LIIF_x3_rpre3 over runway08.tif Running LIIF_x3_rpre3 over runway20.tif Running LIIF_x3_rpre3 over runway23.tif Running LIIF_x3_rpre3 over runway24.tif Running LIIF_x3_rpre3 over runway26.tif Running LIIF_x3_rpre3 over runway27.tif Running LIIF_x3_rpre3 over runway36.tif Running LIIF_x3_rpre3 over runway40.tif Running LIIF_x3_rpre3 over runway47.tif Running LIIF_x3_rpre3 over runway57.tif Running LIIF_x3_rpre3 over runway59.tif Running LIIF_x3_rpre3 over runway62.tif Running LIIF_x3_rpre3 over runway63.tif Running LIIF_x3_rpre3 over runway66.tif Running LIIF_x3_rpre3 over runway71.tif Running LIIF_x3_rpre3 over runway75.tif Running LIIF_x3_rpre3 over runway76.tif Running LIIF_x3_rpre3 over runway83.tif Running LIIF_x3_rpre3 over runway93.tif Running LIIF_x3_rpre3 over runway94.tif Running LIIF_x3_rpre3 over sparseresidential02.tif Running LIIF_x3_rpre3 over sparseresidential06.tif Running LIIF_x3_rpre3 over sparseresidential16.tif Running LIIF_x3_rpre3 over sparseresidential20.tif Running LIIF_x3_rpre3 over sparseresidential25.tif Running LIIF_x3_rpre3 over sparseresidential41.tif Running LIIF_x3_rpre3 over sparseresidential45.tif Running LIIF_x3_rpre3 over sparseresidential48.tif Running LIIF_x3_rpre3 over sparseresidential61.tif Running LIIF_x3_rpre3 over sparseresidential63.tif Running LIIF_x3_rpre3 over sparseresidential65.tif Running LIIF_x3_rpre3 over sparseresidential69.tif Running LIIF_x3_rpre3 over sparseresidential70.tif Running LIIF_x3_rpre3 over sparseresidential72.tif Running LIIF_x3_rpre3 over sparseresidential73.tif Running LIIF_x3_rpre3 over sparseresidential78.tif Running LIIF_x3_rpre3 over sparseresidential83.tif Running LIIF_x3_rpre3 over sparseresidential92.tif Running LIIF_x3_rpre3 over sparseresidential93.tif Running LIIF_x3_rpre3 over sparseresidential97.tif Running LIIF_x3_rpre3 over storagetanks02.tif Running LIIF_x3_rpre3 over storagetanks10.tif Running LIIF_x3_rpre3 over storagetanks22.tif Running LIIF_x3_rpre3 over storagetanks28.tif Running LIIF_x3_rpre3 over storagetanks30.tif Running LIIF_x3_rpre3 over storagetanks31.tif Running LIIF_x3_rpre3 over storagetanks34.tif Running LIIF_x3_rpre3 over storagetanks38.tif Running LIIF_x3_rpre3 over storagetanks41.tif Running LIIF_x3_rpre3 over storagetanks49.tif Running LIIF_x3_rpre3 over storagetanks55.tif Running LIIF_x3_rpre3 over storagetanks61.tif Running LIIF_x3_rpre3 over storagetanks67.tif Running LIIF_x3_rpre3 over storagetanks71.tif Running LIIF_x3_rpre3 over storagetanks73.tif Running LIIF_x3_rpre3 over storagetanks78.tif Running LIIF_x3_rpre3 over storagetanks81.tif Running LIIF_x3_rpre3 over storagetanks83.tif Running LIIF_x3_rpre3 over storagetanks97.tif Running LIIF_x3_rpre3 over storagetanks98.tif Running LIIF_x3_rpre3 over tenniscourt03.tif Running LIIF_x3_rpre3 over tenniscourt05.tif Running LIIF_x3_rpre3 over tenniscourt12.tif Running LIIF_x3_rpre3 over tenniscourt22.tif Running LIIF_x3_rpre3 over tenniscourt23.tif Running LIIF_x3_rpre3 over tenniscourt35.tif Running LIIF_x3_rpre3 over tenniscourt36.tif Running LIIF_x3_rpre3 over tenniscourt39.tif Running LIIF_x3_rpre3 over tenniscourt40.tif Running LIIF_x3_rpre3 over tenniscourt47.tif Running LIIF_x3_rpre3 over tenniscourt49.tif Running LIIF_x3_rpre3 over tenniscourt50.tif Running LIIF_x3_rpre3 over tenniscourt54.tif Running LIIF_x3_rpre3 over tenniscourt55.tif Running LIIF_x3_rpre3 over tenniscourt64.tif Running LIIF_x3_rpre3 over tenniscourt66.tif Running LIIF_x3_rpre3 over tenniscourt76.tif Running LIIF_x3_rpre3 over tenniscourt93.tif Running LIIF_x3_rpre3 over tenniscourt96.tif Running LIIF_x3_rpre3 over tenniscourt98.tif python sr.py --trainds ./Data/test-ds#LIIF_x3_rpre3 --outputpath /tmp/tmpn02e82nr --valds ./Data/test-ds#LIIF_x3_rpre3 ****** IQF subprocess --stdout-- ********* ****** IQF subprocess --stderr-- ********* HR For each image file in <./Data/test-ds/test>... Done. HR For each image file in <./Data/test-ds/test>... Done. python sr.py --trainds ./Data/test-ds#HR --outputpath /tmp/tmp2cav7av4 --valds ./Data/test-ds#HR ****** IQF subprocess --stdout-- ********* ****** IQF subprocess --stderr-- *********
if plot_visual_comp:
print('Visualizing examples')
lst_folders_mod = [os.path.join(data_path+'#'+ds_modifier._get_name(),images_folder) for ds_modifier in ds_modifiers_list]
lst_labels_mod = [ds_modifier._get_name().replace("sisr+","").split("_")[0] for ds_modifier in ds_modifiers_list] # authomatic readout from folders
visual_comp(lst_folders_mod, lst_labels_mod, False, "comparison/")
Visualizing examples LR FSRCNN SRGAN MSRN ESRGAN CAR LIIF HR
ExperimentInfo is used to retrieve all the information of the whole experiment. It contains built in operations but also it can be used to retrieve raw data for futher analysis. Its instance can also be used to apply metrics per run. Some custum metrics are presented. They where build by inheriting Metric from iq_tool_box.metrics.
(you can skip this step in demo pre-executed datasets)
similarity_metrics = ['ssim','psnr','swd','fid', 'ms_ssim','haarpsi','gmsd','mdsi']
noise_metrics = ['snr_median','snr_mean']
sharpness_metrics = ['RER','FWHM'] # ,'MTF'
regressor_quality_metrics = ['sigma','snr','rer','sharpness','scale','score']
all_metrics = similarity_metrics+noise_metrics+sharpness_metrics+regressor_quality_metrics
print('Calculating similarity metrics...'+",".join(similarity_metrics))
path_similarity_metrics = f'./{experiment_name}_similarity_metrics.csv'
if use_existing_metrics and os.path.exists(path_similarity_metrics):
df = pd.read_csv(path_similarity_metrics)
elif compute_similarity_metrics:
win = 28
_ = experiment_info.apply_metric_per_run(
SimilarityMetrics(
experiment_info,
n_jobs = 4,
ext = 'tif',
n_pyramids = 1,
slice_size = 7,
n_descriptors = win*2,
n_repeat_projection = win,
proj_per_repeat = 4,
device = 'cuda:0', #'cpu',
return_by_resolution = False,
pyramid_batchsize = win,
use_liif_loader = True,
zoom = settings_zoom,
blur = settings_lr_blur,
resize_preprocess = settings_resize_preprocess,
),
ds_wrapper.json_annotations,
)
df = experiment_info.get_df(
ds_params=["modifier"],
metrics=similarity_metrics,
dropna=False
)
df.to_csv(path_similarity_metrics)
else:
df = pd.DataFrame(0, index=[0], columns=['ds_modifier']+similarity_metrics); # empty df
Calculating similarity metrics...ssim,psnr,swd,fid,ms_ssim,haarpsi,gmsd,mdsi
df
| Unnamed: 0 | name | ds_modifier | ssim | psnr | swd | fid | ms_ssim | haarpsi | gmsd | mdsi | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | test-ds#HR | HR | 1.000000 | 80.000000 | NaN | 0.079474 | 1.000000 | 1.000000 | NaN | NaN |
| 1 | 1 | test-ds#sisr+LIIF_LIIF_blur-epoch-best_x3_rpre3 | sisr+LIIF_LIIF_blur-epoch-best_x3_rpre3 | 0.840542 | 28.708118 | 1331.544492 | 0.253860 | 0.973764 | 0.865895 | 0.043218 | 0.366522 |
| 2 | 2 | test-ds#CAR_scale4_x3_rpre3 | CAR_scale4_x3_rpre3 | 0.721466 | 23.273044 | 1668.715895 | 0.707512 | 0.925022 | 0.700432 | 0.110559 | 0.394049 |
| 3 | 3 | test-ds#sisr+ESRGAN_ESRGAN_1to033_x3_blur-net_... | sisr+ESRGAN_ESRGAN_1to033_x3_blur-net_g_latest... | 0.825556 | 28.418190 | 1359.309964 | 0.259442 | 0.970238 | 0.848693 | 0.049052 | 0.364768 |
| 4 | 4 | test-ds#sisr+MSRN_MSRN_nonoise-MSRN_1to033-mod... | sisr+MSRN_MSRN_nonoise-MSRN_1to033-model_epoch... | 0.434092 | 19.453265 | 2256.941815 | 1.053964 | 0.716780 | 0.436324 | 0.207055 | 0.461988 |
| 5 | 5 | test-ds#SRGAN_arch_srgan_PSNR_inria_scale4_x3_... | SRGAN_arch_srgan_PSNR_inria_scale4_x3_x3_rpre3 | 0.811254 | 27.633471 | 1461.733049 | 0.332455 | 0.961437 | 0.796180 | 0.053413 | 0.386334 |
| 6 | 6 | test-ds#sisr+FSRCNN_FSRCNN_1to033_x3_blur-best... | sisr+FSRCNN_FSRCNN_1to033_x3_blur-best_x3_rpre3 | 0.819308 | 28.274090 | 1388.429408 | 0.273466 | 0.969230 | 0.843507 | 0.050009 | 0.370633 |
| 7 | 7 | test-ds#LR_x3_rpre3 | LR_x3_rpre3 | 0.778384 | 27.003559 | 1621.361388 | 0.385555 | 0.956476 | 0.800816 | 0.072157 | 0.400610 |
if plot_metrics_comp:
metric_comp(df,similarity_metrics,False,"plots/")
print('Calculating Noise Metrics...'+",".join(noise_metrics))
path_noise_metrics = f'./{experiment_name}_noise_metrics.csv'
if use_existing_metrics and os.path.exists(path_noise_metrics):
df = pd.read_csv(path_noise_metrics)
elif compute_noise_metrics:
__ = experiment_info.apply_metric_per_run(
SNRMetric(
experiment_info,
ext="tif",
method="HB",
# patch_size=30, #patch_sizes=[30]
#confidence_limit=50.0,
#n_jobs=15
),
ds_wrapper.json_annotations,
)
df = experiment_info.get_df(
ds_params=["modifier"],
metrics=noise_metrics,
dropna=False
)
df.to_csv(path_noise_metrics)
else:
df = pd.DataFrame(0, index=[0], columns=['ds_modifier']+noise_metrics); # empty df
Calculating Noise Metrics...snr_median,snr_mean
df
| Unnamed: 0 | name | ds_modifier | snr_median | snr_mean | |
|---|---|---|---|---|---|
| 0 | 0 | test-ds#HR | HR | 20.788252 | 28.813861 |
| 1 | 1 | test-ds#sisr+LIIF_LIIF_blur-epoch-best_x3_rpre3 | sisr+LIIF_LIIF_blur-epoch-best_x3_rpre3 | 35.374980 | inf |
| 2 | 2 | test-ds#CAR_scale4_x3_rpre3 | CAR_scale4_x3_rpre3 | 25.199983 | 39.449026 |
| 3 | 3 | test-ds#sisr+ESRGAN_ESRGAN_1to033_x3_blur-net_... | sisr+ESRGAN_ESRGAN_1to033_x3_blur-net_g_latest... | 29.162494 | 39.902077 |
| 4 | 4 | test-ds#sisr+MSRN_MSRN_nonoise-MSRN_1to033-mod... | sisr+MSRN_MSRN_nonoise-MSRN_1to033-model_epoch... | 38.773824 | 52.243967 |
| 5 | 5 | test-ds#SRGAN_arch_srgan_PSNR_inria_scale4_x3_... | SRGAN_arch_srgan_PSNR_inria_scale4_x3_x3_rpre3 | 43.752220 | 49.167743 |
| 6 | 6 | test-ds#sisr+FSRCNN_FSRCNN_1to033_x3_blur-best... | sisr+FSRCNN_FSRCNN_1to033_x3_blur-best_x3_rpre3 | 30.538643 | 42.641134 |
| 7 | 7 | test-ds#LR_x3_rpre3 | LR_x3_rpre3 | 45.330142 | inf |
if plot_metrics_comp:
metric_comp(df,noise_metrics,False,"plots/")
print('Calculating Sharpness Metrics...'+",".join(sharpness_metrics))
path_sharpness_metrics = f'./{experiment_name}_sharpness_metrics.csv'
if use_existing_metrics and os.path.exists(path_sharpness_metrics):
df = pd.read_csv(path_similarity_metrics)
elif compute_sharpness_metrics:
_ = experiment_info.apply_metric_per_run(
SharpnessMetric(
experiment_info,
stride=16,
ext="tif",
parallel=True,
metrics=sharpness_metrics,
njobs=4
),
ds_wrapper.json_annotations,
)
df = experiment_info.get_df(
ds_params=["modifier"],
metrics=sharpness_metrics,
dropna=False
)
df.to_csv(path_sharpness_metrics)
else:
df = pd.DataFrame(0, index=[0], columns=['ds_modifier']+sharpness_metrics); # empty df
Calculating Sharpness Metrics...RER,FWHM,MTF
_RemoteTracebackTraceback (most recent call last) _RemoteTraceback: """ Traceback (most recent call last): File "/usr/local/lib/python3.6/dist-packages/joblib/externals/loky/process_executor.py", line 436, in _process_worker r = call_item() File "/usr/local/lib/python3.6/dist-packages/joblib/externals/loky/process_executor.py", line 288, in __call__ return self.fn(*self.args, **self.kwargs) File "/usr/local/lib/python3.6/dist-packages/joblib/_parallel_backends.py", line 595, in __call__ return self.func(*args, **kwargs) File "/usr/local/lib/python3.6/dist-packages/joblib/parallel.py", line 263, in __call__ for func, args, kwargs in self.items] File "/usr/local/lib/python3.6/dist-packages/joblib/parallel.py", line 263, in <listcomp> for func, args, kwargs in self.items] File "/usr/local/lib/python3.6/dist-packages/iquaflow/metrics/sharpness_metric.py", line 979, in sharpness_function_from_fn result = sharpness.apply(img) File "/usr/local/lib/python3.6/dist-packages/iquaflow/metrics/sharpness_metric.py", line 139, in apply image[:, :, i], (alpha, beta, gamma) File "/usr/local/lib/python3.6/dist-packages/iquaflow/metrics/sharpness_metric.py", line 210, in apply_to_one_channel vertical, horizontal, other = self.sort_angles(lines) File "/usr/local/lib/python3.6/dist-packages/iquaflow/metrics/sharpness_metric.py", line 405, in sort_angles for line in lines: TypeError: 'NoneType' object is not iterable """ The above exception was the direct cause of the following exception: TypeErrorTraceback (most recent call last) <ipython-input-17-04bc6e3cecb8> in <module> 13 njobs=4 14 ), ---> 15 ds_wrapper.json_annotations, 16 ) 17 df = experiment_info.get_df( /usr/local/lib/python3.6/dist-packages/iquaflow/experiments/experiment_info.py in apply_metric_per_run(self, metric_, gt_path) 77 """ 78 for k, run in self.runs.items(): ---> 79 results = metric_.apply(run["output_pred_path"], gt_path) 80 81 with mlflow.start_run(run_id=run["run_id"]): /usr/local/lib/python3.6/dist-packages/iquaflow/metrics/sharpness_metric.py in apply(self, predictions, gt_path) 1042 pred_fn, self.ext, self.metrics, **self.kwargs 1043 ) -> 1044 for pred_fn in pred_fn_lst 1045 ) 1046 for result in r: /usr/local/lib/python3.6/dist-packages/joblib/parallel.py in __call__(self, iterable) 1054 1055 with self._backend.retrieval_context(): -> 1056 self.retrieve() 1057 # Make sure that we get a last message telling us we are done 1058 elapsed_time = time.time() - self._start_time /usr/local/lib/python3.6/dist-packages/joblib/parallel.py in retrieve(self) 933 try: 934 if getattr(self._backend, 'supports_timeout', False): --> 935 self._output.extend(job.get(timeout=self.timeout)) 936 else: 937 self._output.extend(job.get()) /usr/local/lib/python3.6/dist-packages/joblib/_parallel_backends.py in wrap_future_result(future, timeout) 540 AsyncResults.get from multiprocessing.""" 541 try: --> 542 return future.result(timeout=timeout) 543 except CfTimeoutError as e: 544 raise TimeoutError from e /usr/lib/python3.6/concurrent/futures/_base.py in result(self, timeout) 423 raise CancelledError() 424 elif self._state == FINISHED: --> 425 return self.__get_result() 426 427 self._condition.wait(timeout) /usr/lib/python3.6/concurrent/futures/_base.py in __get_result(self) 382 def __get_result(self): 383 if self._exception: --> 384 raise self._exception 385 else: 386 return self._result TypeError: 'NoneType' object is not iterable
df
if plot_metrics_comp:
metric_comp(df,sharpness_metrics,False,"plots/")
print('Calculating Regressor Quality Metrics...'+",".join(regressor_quality_metrics)) #default configurations
path_regressor_quality_metrics = f'./{experiment_name}_regressor_quality_metrics.csv'
if use_existing_metrics and os.path.exists(path_regressor_quality_metrics):
df = pd.read_csv(path_regressor_quality_metrics)
elif compute_regressor_quality_metrics:
_ = experiment_info.apply_metric_per_run(ScoreMetrics(), ds_wrapper.json_annotations)
_ = experiment_info.apply_metric_per_run(RERMetrics(), ds_wrapper.json_annotations)
_ = experiment_info.apply_metric_per_run(SNRMetrics(), ds_wrapper.json_annotations)
_ = experiment_info.apply_metric_per_run(GaussianBlurMetrics(), ds_wrapper.json_annotations)
_ = experiment_info.apply_metric_per_run(NoiseSharpnessMetrics(), ds_wrapper.json_annotations)
_ = experiment_info.apply_metric_per_run(GSDMetrics(), ds_wrapper.json_annotations)
df = experiment_info.get_df(
ds_params=["modifier"],
metrics=regressor_quality_metrics,
dropna=False
)
df.to_csv(path_regressor_quality_metrics)
else:
df = pd.DataFrame(0, index=[0], columns=['ds_modifier']+regressor_quality_metrics); # empty df
df
if plot_metrics_comp:
metric_comp(df,regressor_quality_metrics,False,"plots/")
print('Comparing all Metrics...'+",".join(all_metrics))
path_all_metrics = f'./{experiment_name}_all_metrics.csv'
if use_existing_metrics and os.path.exists(path_all_metrics):
df = pd.read(path_all_metrics)
elif compute_similarity_metrics and compute_noise_metrics and compute_sharpness_metrics and compute_regressor_quality_metrics:
df = experiment_info.get_df(
ds_params=["modifier"],
metrics=all_metrics,
dropna=False
)
df.to_csv(path_all_metrics)
else:
df = pd.DataFrame(0, index=[0], columns=['ds_modifier']+all_metrics); # empty df
df
if plot_metrics_comp:
metric_comp(df,all_metrics,True,"plots/")